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UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Broccoli AI at its best 🥦 | We discussed “🥦 Broccoli AI” a couple weeks ago, which is the kind of AI that is actually good/healthy for a real world business. Bengsoon Chuah, a data scientist working in the energy sector, joins us to discuss developing and deploying NLP pipelines in that environment. We talk about good/healthy ways of introducing... | 269 | 3 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Hyperventilating over the Gartner AI Hype Cycle | This week Daniel & Chris hang with repeat guest and good friend Demetrios Brinkmann of the MLOps Community. Together they review, debate, and poke fun at the 2024 Gartner Hype Cycle chart for Artificial Intelligence. You are invited to join them in this light-hearted fun conversation about the state of hype in artifi... | 488 | 5 | 1 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io fly, transforms containers into microv VMS, that run on their Hardware in 30 plus, regions on six continents so you ... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The first real-time voice assistant | In the midst of the demos & discussion about OpenAI’s GPT-4o voice assistant, Kyutai (https://kyutai.org/) swooped in to release the first real-time AI voice assistant model and a pretty slick demo (Moshi). Chris & Daniel discuss what this more open approach to a voice assistant might catalyze. They also discuss recen... | 775 | 11 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Vectoring in on Pinecone | Daniel & Chris explore the advantages of vector databases with Roie Schwaber-Cohen of Pinecone. Roie starts with a very lucid explanation of why you need a vector database in your machine learning pipeline, and then goes on to discuss Pinecone’s vector database, designed to facilitate efficient storage, retrieval, and... | 352 | 4 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Stanford's AI Index Report 2024 | We’ve had representatives from Stanford’s Institute for Human-Centered Artificial Intelligence (HAI) on the show in the past, but we were super excited to talk through their 2024 AI Index Report after such a crazy year in AI! Nestor from HAI joins us in this episode to talk about some of the main takeaways including ho... | 774 | 14 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Apple Intelligence & Advanced RAG | Daniel & Chris engage in an impromptu discussion of the state of AI in the enterprise. Then they dive into the recent Apple Intelligence announcement to explore its implications. Finally, Daniel leads a deep dive into a new topic - Advanced RAG - covering everything you need to know to be practical & productive.
Le... | 548 | 5 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The perplexities of information retrieval | Daniel & Chris sit down with Denis Yarats, Co-founder & CTO at Perplexity, to discuss Perplexity’s sophisticated AI-driven answer engine. Denis outlines some of the deficiencies in search engines, and how Perplexity’s approach to information retrieval improves on traditional search engine systems, with a focus on accur... | 369 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Using edge models to find sensitive data | We’ve all heard about breaches of privacy and leaks of private health information (PHI). For healthcare providers and those storing this data, knowing where all the sensitive data is stored is non-trivial. Ramin, from Tausight, joins us to discuss how they have deploy edge AI models to help company search through billi... | 292 | 1 | 1 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Rise of the AI PC & local LLMs | We’ve seen a rise in interest recently and a number of major announcements related to local LLMs and AI PCs. NVIDIA, Apple, and Intel are getting into this along with models like the Phi family from Microsoft. In this episode, we dig into local AI tooling, frameworks, and optimizations to help you navigate this AI nich... | 516 | 3 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | New trend: RAG as a Service?! | The Practical AI guys discuss a new trend in the AI world...
#podcast #ai #machinelearning #datascience #artificialintelligence #deeplearning #ml #mlops #nlp #dataengineering | 231 | 4 | 0 | it kind of seems like people are, figuring out that generative models are, great at being kind of assistants and, automats but not necessarily like, predictors right or or other kind of, functions too like analytics types of, things and that that sort of stuff and, there's i' I've noticed there's been a, new term coin ... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI in the U.S. Congress | At the age of 72, U.S. Representative Don Beyer of Virginia enrolled at GMU (https://www.gmu.edu) to pursue a Master’s degree in C.S. with a concentration in Machine Learning.
Rep. Beyer is Vice Chair of the bipartisan Artificial Intelligence Caucus & Vice Chair of the NDC’s AI Working Group. He is the author of t... | 290 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | First impressions of GPT-4o | Daniel & Chris share their first impressions of OpenAI’s newest LLM: GPT-4o and Daniel tries to bring the model into the conversation with humorously mixed results. Together, they explore the implications of Omni’s new feature set - the speed, the voice interface, and the new multimodal capabilities.
Leave us a com... | 798 | 10 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Full-stack approach for effective AI agents | There’s a lot of hype about AI agents right now, but developing robust agents isn’t yet a reality in general. Imbue is leading the way towards more robust agents by taking a full-stack approach; from hardware innovations through to user interface. In this episode, Josh, Imbue’s CTO, tell us more about their approach an... | 538 | 7 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | "Is everything we're doing now in AI a bandaid?" | Demetrios Brinkmann from the MLOps Community on the Practical AI podcast.
#ai #transformers #machinelearning #podcast | 485 | 7 | 0 | is everything that we're doing now in AI, a, Band-Aid because Transformers just, aren't the right tool for the job like, one big workaround yeah exactly like is, that is that am I crazy to think that I, don't think so actually I I was talking, to one of our customers about this like, they have so much like logic around... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Autonomous fighter jets?! | Yep, you heard that right. Autonomous fighter jets are in the news. Chris and Daniel discuss a modified F-16 known as the X-62A VISTA and autonomous vehicles/ systems more generally. They also comment on the Linux Foundation’s new Open Platform for Enterprise AI.
Leave us a comment (https://changelog.com/practicalai... | 267 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Private, open source chat UIs | We recently gathered some Practical AI listeners for a live webinar with Danny from LibreChat to discuss the future of private, open source chat UIs. During the discussion we hear about the motivations behind LibreChat, why enterprise users are hosting their own chat UIs, and how Danny (and the LibreChat community) is ... | 398 | 7 | 3 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Study for a week and you're an AI expert? | Jared Zoneraich from @promptlayer on the "Practical AI" podcast. Full audio 👉 https://practicalai.fm/261
#podcast #ai #machinelearning #datascience #artificialintelligence #deeplearning #ml #mlops #nlp #dataengineering #llms | 534 | 14 | 1 | the fact that you use the word expert is, so funny is it's such a new field it's, it's almost amazing I tell everybody you, could become an expert in this thing, very easily like nobody really knows, what's going on you kind of just need to, study for a week and you're expert which, is a very unique place to be but uh,... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Mamba & Jamba | First there was Mamba… now there is Jamba from AI21. This is a model that combines the best non-transformer goodness of Mamba with good ‘ol attention layers. This results in a highly performant and efficient model that AI21 has open sourced! We hear all about it (along with a variety of other LLM things) from AI21’s co... | 286 | 2 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Udio & the age of multi-modal AI | 2024 promises to be the year of multi-modal AI, and we are already seeing some amazing things. In this “fully connected” episode, Chris and Daniel explore the new Udio product/service for generating music. Then they dig into the differences between recent multi-modal efforts and more “traditional” ways of combining dat... | 292 | 2 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | RAG continues to rise | Daniel & Chris delight in conversation with “the funniest guy in AI”, Demetrios Brinkmann. Together they explore the results of the MLOps Community’s latest survey. They also preview the upcoming AI Quality Conference (https://www.aiqualityconference.com) .
Leave us a comment (https://changelog.com/practicalai/264/... | 441 | 5 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Should kids still learn to code? | In this fully connected episode, Daniel & Chris discuss NVIDIA GTC keynote comments from CEO Jensen Huang about teaching kids to code. Then they dive into the notion of “community” in the AI world, before discussing challenges in the adoption of generative AI by non-technical people. They finish by addressing the evo... | 247 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI vs software devs | Daniel and Chris are out this week, so we’re bringing you conversations all about AI’s complicated relationship to software developers from other Changelog pods: JS Party, Go Time & The Changelog.
Leave us a comment (https://changelog.com/practicalai/262/discuss)
Changelog++ (https://changelog.com/++) members sa... | 245 | 4 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Starting the Joint Artificial Intelligence Center | Lt. General Jack Shanahan on the "Practical AI" podcast. Full audio 👉 https://practicalai.fm/257
#podcast #ai #machinelearning #datascience #artificialintelligence #deeplearning #ml #mlops #nlp #dataengineering | 137 | 2 | 0 | I would sit there and cry in my beer so, to speak and say oh nobody understands, my problems and then one day I'm driving, into the Pentagon um just desponding, about the how I'll never get this thing, called the Jake bill because I have no, people I have no money how are we going, to get there I'm listening to guy Ros... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Prompting the future | Daniel & Chris explore the state of the art in prompt engineering with Jared Zoneraich, the founder of PromptLayer. PromptLayer is the first platform built specifically for prompt engineering. It can visually manage prompts, evaluate models, log LLM requests, search usage history, and help your organization collaborat... | 130 | 4 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The main components of LLM apps | Raza Habib, co-founder and CEO of HumanLoop, on the "Practical AI" podcast.
#podcast #ai #machinelearning #datascience #artificialintelligence #deeplearning #ml #mlops #nlp #dataengineering #llms | 400 | 4 | 0 | I think you're exactly right we sort of, think of the blocks of you know LM map, being composed of a base model so that, might be a private fine tune model or, one of these large public ones um a, prompt template which is usually an, instruction to the model that might have, gaps in it for retrieve data or context, a d... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Generating the future of art & entertainment | Runway (https://runwayml.com) is an applied AI research company shaping the next era of art, entertainment & human creativity. Chris sat down with Runway co-founder / CTO, Anastasis Germanidis, to discuss their rise and how it’s defining the future of the creative landscape with its text & image to video models. We ho... | 43 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | YOLOv9: Computer vision is alive and well | While everyone is super hyped about generative AI, computer vision researchers have been working in the background on significant advancements in deep learning architectures. YOLOv9 was just released with some noteworthy advancements relevant to parameter efficient models. In this episode, Chris and Daniel dig into the... | 67 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Representation Engineering (Activation Hacking) | Recently, we briefly mentioned the concept of “Activation Hacking” in the episode with Karan from Nous Research. In this fully connected episode, Chris and Daniel dive into the details of this model control mechanism, also called “representation engineering”. Of course, they also take time to discuss the new Sora model... | 82 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Leading the charge on AI in National Security | Chris & Daniel explore AI in national security with Lt. General Jack Shanahan (USAF, Ret.). The conversation reflects Jack’s unique background as the only senior U.S. military officer responsible for standing up and leading two organizations in the United States Department of Defense (DoD) dedicated to fielding artifi... | 38 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Gemini vs OpenAI | Google has been releasing a ton of new GenAI functionality under the name “Gemini”, and they’ve officially rebranded Bard as Gemini. We take some time to talk through Gemini compared with offerings from OpenAI, Anthropic, Cohere, etc.
We also discuss the recent FCC decision to ban the use of AI voices in robocalls a... | 41 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you we, just dropped dance party our third, fulllength album on change log beats buy, it on band camp and iTunes or stream it, on Spotify Apple music and the... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Data synthesis for SOTA LLMs | Nous Research has been pumping out some of the best open access LLMs using SOTA data synthesis techniques. Their Hermes family of models is incredibly popular! In this episode, Karan from Nous talks about the origins of Nous as a distributed collective of LLM researchers. We also get into fine-tuning strategies and why... | 25 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspired to or, are curious how AI related Tech is, changing the world this is the show for, you we just dropped dance party our, third fulllength album on Chang log, beats buy it on band camp and iTunes or, stream it on Spotify Apple music and the... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Large Action Models (LAMs) & Rabbits 🐇 | Recently the release of the rabbit r1 device resulted in huge interest in both the device and “Large Action Models” (or LAMs). What is an LAM? Is this something new? Did these models come out of nowhere, or are they related to other things we are already using? Chris and Daniel dig into LAMs in this episode and discuss... | 83 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Collaboration & evaluation for LLM apps | Small changes in prompts can create large changes in the output behavior of generative AI models. Add to that the confusion around proper evaluation of LLM applications, and you have a recipe for confusion and frustration. Raza and the Humanloop team have been diving into these problems, and, in this episode, Raza help... | 19 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Advent of GenAI Hackathon recap | Recently, Intel’s Liftoff program for startups and Prediction Guard hosted the first ever “Advent of GenAI” hackathon. 2,000 people from all around the world participated in Generate AI related challenges over 7 days. In this episode, we discuss the hackathon, some of the creative solutions, the idea behind it, and mor... | 11 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io fly, transforms containers into microv VMS, that run on their Hardware in 30 plus, regions on six continents so you ... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI predictions for 2024 | We scoured the internet to find all the AI related predictions for 2024 (at least from people that might know what they are talking about), and, in this episode, we talk about some of the common themes. We also take a moment to look back at 2023 commenting with some distance on a crazy AI year.
Leave us a comment (h... | 18 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Tech is changing, the world this is the show for you thank, you to our partners at fly.io the home, of, changelog.md 30 plus regions on six, continents so you can launch your app, near your users learn more... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Open source, on-disk vector search with LanceDB | Prashanth Rao mentioned LanceDB as a stand out amongst the many vector DB options in episode #234 (https://changelog.com/practicalai/234) . Now, Chang She (co-founder and CEO of LanceDB) joins us to talk through the specifics of their open source, on-disk, embedded vector search offering. We talk about how their unique... | 147 | 2 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The state of open source AI | The new open source AI book from PremAI starts with “As a data scientist/ML engineer/developer with a 9 to 5 job, it’s difficult to keep track of all the innovations.” We couldn’t agree more, and we are so happy that this week’s guest Casper (among other contributors) have created this resource for practitioners.
Du... | 18 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Suspicion machines ⚙️ | In this enlightening episode, we delve deeper than the usual buzz surrounding AI’s perils, focusing instead on the tangible problems emerging from the use of machine learning algorithms across Europe. We explore “suspicion machines” — systems that assign scores to welfare program participants, estimating their likeliho... | 13 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The OpenAI debacle (a retrospective) | Daniel & Chris conduct a retrospective analysis of the recent OpenAI debacle in which CEO Sam Altman was sacked by the OpenAI board, only to return days later with a new supportive board. The events and people involved are discussed from start to finish along with the potential impact of these events on the AI industr... | 15 | 0 | 0 | [Music], welcome to practical AI if you work with, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners for, helping us bring you practical AI each, and every week, fast.com fly.io and types sense.org, [Music], what's u... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Generating product imagery at Shopify | Shopify recently released a Hugging Face space demonstrating very impressive results for replacing background scenes in product imagery. In this episode, we hear the backstory technical details about this work from Shopify’s Russ Maschmeyer. Along the way we discuss how to come up with clever AI solutions (without trai... | 7 | 0 | 0 | [Music], welcome to practical AI if you work with, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners for, helping us bring you practical AI each, and every week, fast.com fly.io and types sense.org, [Music], hello it... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI trailblazers putting people first | According to Solana Larsen: “Too often, it feels like we have lost control of the internet to the interests of Big Tech, Big Data — and now Big AI.” In the latest season of Mozilla’s IRL podcast (edited by Solana), a number of stories are featured to highlight the trailblazers who are reclaiming power over AI to put pe... | 11 | 0 | 0 | [Music], welcome to practical AI if you work with, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners for, helping us bring you practical AI each, and every week, fast.com fly.io and types sense.org, [Music], what's u... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Government regulation of AI has arrived | On Monday, October 30, 2023, the U.S. White House issued its Executive Order on the Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence (https://www.whitehouse.gov/briefing-room/presidential-actions/2023/10/30/executive-order-on-the-safe-secure-and-trustworthy-development-and-use-of-artificial-... | 9 | 0 | 0 | [Music], welcome to practical AI if you work with, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners for, helping us bring you practical AI each, and every week, fast.com fly.io and types sense.org, [Music], what's u... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Self-hosting & scaling models | We’re excited to have Tuhin join us on the show once again to talk about self-hosting open access models. Tuhin’s company Baseten specializes in model deployment and monitoring at any scale, and it was a privilege to talk with him about the trends he is seeing in both tooling and usage of open access models. We were ab... | 6 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Deep learning in Rust with Burn 🔥 | It seems like everyone is interested in Rust these days. Even the most popular Python linter, Ruff, isn’t written in Python! It’s written in Rust. But what is the state of training or inferencing deep learning models in Rust? In this episode, we are joined by Nathaniel Simard, the creator burn. We discuss Rust in gener... | 709 | 19 | 2 | [Music], welcome to practical AI if you work with, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners for, helping us bring you practical AI each, and every week, fast.com fly.io and types sense.org, [Music], what's u... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI's impact on developers | Chris & Daniel are out this week, so we’re bringing you a panel discussion from All Things Open 2023 (https://2023.allthingsopen.org) moderated by Jerod Santo (Practical AI producer and co-host of The Changelog) and featuring keynoters Emily Freeman and James Q Quick.
Leave us a comment (https://changelog.com/pract... | 7 | 0 | 0 | [Music], welcome to practical AI if you work with, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners for, helping us bring you practical AI each, and every week, fast.com fly.io and types sense.org, [Music], what's u... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Generative models: exploration to deployment | What is the model lifecycle like for experimenting with and then deploying generative AI models? Although there are some similarities, this lifecycle differs somewhat from previous data science practices in that models are typically not trained from scratch (or even fine-tuned). Chris and Daniel give a high level overv... | 9 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Automate all the UIs! | Dominik Klotz from askui joins Daniel and Chris to discuss the automation of UI, and how AI empowers them to automate any use case on any operating system. Along the way, the trio explore various approaches and the integration of generative AI, large language models, and computer vision.
Leave us a comment (https:/... | 9 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how air related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fastly.com and to our ... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Fine-tuning vs RAG | In this episode we welcome back our good friend Demetrios from the MLOps Community to discuss fine-tuning vs. retrieval augmented generation. Along the way, we also chat about OpenAI Enterprise, results from the MLOps Community LLM survey, and the orchestration and evaluation of generative AI workloads.
Leave us a c... | 36 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Automating code optimization with LLMs | You might have heard a lot about code generation tools using AI, but could LLMs and generative AI make our existing code better? In this episode, we sit down with Mike from TurinTech to hear about practical code optimizations using AI “translation” of slow to fast code. We learn about their process for accomplishing th... | 88 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The new AI app stack | Recently a16z released a diagram showing the “Emerging Architectures for LLM Applications.” In this episode, we expand on things covered in that diagram to a more general mental model for the new AI app stack. We cover a variety of things from model “middleware” for caching and control to app orchestration.
Leave us... | 10 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Blueprint for an AI Bill of Rights | In this Fully Connected episode, Daniel and Chris kick it off by noting that Stability AI released their SDXL 1.0 LLM! They discuss its virtues, and then dive into a discussion regarding how the United States, European Union, and other entities are approaching governance of AI through new laws and legal frameworks. I... | 9 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Vector databases (beyond the hype) | There’s so much talk (and hype) these days about vector databases. We thought it would be timely and practical to have someone on the show that has been hands on with the various options and actually tried to build applications leveraging vector search. Prashanth Rao is a real practitioner that has spent and huge amoun... | 35 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | There's a new Llama in town | It was an amazing week in AI news. Among other things, there is a new NeRF and a new Llama in town!!! Zip-NeRF can create some amazing 3D scenes based on 2D images, and Llama 2 from Meta promises to change the LLM landscape. Chris and Daniel dive into these and they compare some of the recently released OpenAI function... | 3 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Legal consequences of generated content | As a technologist, coder, and lawyer, few people are better equipped to discuss the legal and practical consequences of generative AI than Damien Riehl. He demonstrated this a couple years ago by generating, writing to disk, and then releasing every possible musical melody. Damien joins us to answer our many questions ... | 8 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | A developer's toolkit for SOTA AI | Chris sat down with Varun Mohan and Anshul Ramachandran, CEO / Cofounder and Lead of Enterprise and Partnership at Codeium, respectively. They discussed how to streamline and enable modern development in generative AI and large language models (LLMs). Their new tool, Codeium, was born out of the insights they gleaned ... | 28 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Cambrian explosion of generative models | In this Fully Connected episode, Daniel and Chris explore recent highlights from the current model proliferation wave sweeping the world - including Stable Diffusion XL, OpenChat, Zeroscope XL, and Salesforce XGen. They note the rapid rise of open models, and speculate that just as in open source software, open models... | 12 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Automated cartography using AI | Your feed might be dominated by LLMs these days, but there are some amazing things happening in computer vision that you shouldn’t ignore! In this episode, we bring you one of those amazing stories from Gabriel Ortiz, who is working with the government of Cantabria in Spain to automate cartography and apply AI to geosp... | 20 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | From ML to AI to Generative AI | Chris and Daniel take a step back to look at how generative AI fits into the wider landscape of ML/AI and data science. They talk through the differences in how one approaches “traditional” supervised learning and how practitioners are approaching generative AI based solutions (such as those using Midjourney or GPT fam... | 19 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI trends: a Latent Space crossover | Daniel had the chance to sit down with @swyx and Alessio from the Latent Space pod (https://www.latent.space/podcast) in SF to talk about current AI trends and to highlight some key learnings from past episodes. The discussion covers open access LLMs, smol models, model controls, prompt engineering, and LLMOps. This m... | 9 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Accidentally building SOTA AI | Lately.AI has been working for years on content generation systems that capture your unique “voice” and are tailored to your unique audience. At first, they didn’t know that they were going to build an AI system, but now they have a state-of-the-art generative platform that provides much more than “prompting” out of th... | 10 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Controlled and compliant AI applications | You can’t build robust systems with inconsistent, unstructured text output from LLMs. Moreover, LLM integrations scare corporate lawyers, finance departments, and security professionals due to hallucinations, cost, lack of compliance (e.g., HIPAA), leaked IP/PII, and “injection” vulnerabilities.
In this episode, Chr... | 7 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Data augmentation with LlamaIndex | Large Language Models (LLMs) continue to amaze us with their capabilities. However, the utilization of LLMs in production AI applications requires the integration of private data. Join us as we have a captivating conversation with Jerry Liu from LlamaIndex, where he provides valuable insights into the process of data i... | 29 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Creating instruction tuned models | At the recent ODSC East conference, Daniel got a chance to sit down with Erin Mikail Staples to discuss the process of gathering human feedback and creating an instruction tuned Large Language Models (LLM). They also chatted about the importance of open data and practical tooling for data annotation and fine-tuning. Do... | 3 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The last mile of AI app development | There are a ton of problems around building LLM apps in production and the last mile of that problem. Travis Fischer, builder of open AI projects like @ChatGPTBot, joins us to talk through these problems (and how to overcome them). He helps us understand the hierarchy of complexity from simple prompting to augmentation... | 13 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Large models on CPUs | Model sizes are crazy these days with billions and billions of parameters. As Mark Kurtz explains in this episode, this makes inference slow and expensive despite the fact that up to 90%+ of the parameters don’t influence the outputs at all.
Mark helps us understand all of the practicalities and progress that is bei... | 7 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how air related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fr... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Causal inference | With all the LLM hype, it’s worth remembering that enterprise stakeholders want answers to “why” questions. Enter causal inference. Paul Hünermund has been doing research and writing on this topic for some time and joins us to introduce the topic. He also shares some relevant trends and some tips for getting started wi... | 8 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Capabilities of LLMs 🤯 | Large Language Model (LLM) capabilities have reached new heights and are nothing short of mind-blowing! However, with so many advancements happening at once, it can be overwhelming to keep up with all the latest developments. To help us navigate through this complex terrain, we’ve invited Raj - one of the most adept at... | 20 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Computer scientists as rogue art historians | What can art historians and computer scientists learn from one another? Actually, a lot! Amanda Wasielewski joins us to talk about how she discovered that computer scientists working on computer vision were actually acting like rogue art historians and how art historians have found machine learning to be a valuable too... | 34 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Accelerated data science with a Kaggle grandmaster | Daniel and Chris explore the intersection of Kaggle and real-world data science in this illuminating conversation with Christof Henkel, Senior Deep Learning Data Scientist at NVIDIA and Kaggle Grandmaster. Christof offers a very lucid explanation into how participation in Kaggle can positively impact a data scientist’... | 186 | 2 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Explainable AI that is accessible for all humans | We are seeing an explosion of AI apps that are (at their core) a thin UI on top of calls to OpenAI generative models. What risks are associated with this sort of approach to AI integration, and is explainability and accountability something that can be achieved in chat-based assistants?
Beth Rudden of Bast.ai (https... | 5 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI search at You.com | Neural search and chat-based search are all the rage right now. However, You.com has been innovating in these topics long before ChatGPT. In this episode, Bryan McCann from You.com shares insights related to our mental model of Large Language Model (LLM) interactions and practical tips related to integrating LLMs into ... | 8 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | End-to-end cloud compute for AI/ML | We’ve all experienced pain moving from local development, to testing, and then on to production. This cycle can be long and tedious, especially as AI models and datasets are integrated. Modal is trying to make this loop of development as seamless as possible for AI practitioners, and their platform is pretty incredible... | 21 | 1 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Success (and failure) in prompting | With the recent proliferation of generative AI models (from OpenAI, co:here, Anthropic, etc.), practitioners are racing to come up with best practices around prompting, grounding, and control of outputs.
Chris and Daniel take a deep dive into the kinds of behavior we are seeing with this latest wave of models (both ... | 7 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Applied NLP solutions & AI education | We’re super excited to welcome Jay Alammar to the show. Jay is a well-known AI educator, applied NLP practitioner at co:here, and author of the popular blog, “The Illustrated Transformer.” In this episode, he shares his ideas on creating applied NLP solutions, working with large language models, and creating educationa... | 1 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Serverless GPUs | We’ve been hearing about “serverless” CPUs for some time, but it’s taken a while to get to serverless GPUs. In this episode, Erik from Banana explains why its taken so long, and he helps us understand how these new workflows are unlocking state-of-the-art AI for application developers. Forget about servers, but don’t f... | 17 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | MLOps is alive and well | Worlds are colliding! This week we join forces with the hosts of the MLOps.Community podcast to discuss all things machine learning operations. We talk about how the recent explosion of foundation models and generative models is influencing the world of MLOps, and we discuss related tooling, workflows, perceptions, etc... | 6 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | 3D assets & simulation at NVIDIA | What’s the current reality and practical implications of using 3D environments for simulation and synthetic data creation? In this episode, we cut right through the hype of the Metaverse, Multiverse, Omniverse, and all the “verses” to understand how 3D assets and tooling are actually helping AI developers develop indus... | 3 | 0 | 0 | [Music], welcome to practical AI if you work in, artificial intelligence aspire to or are, curious how AI related Technologies are, changing the world this is the show for, you thank you to our partners at fastly, for shipping all of our pods super fast, to wherever you listen check them out at, fast.com and to our fri... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | GPU dev environments that just work | Creating and sharing reproducible development environments for AI experiments and production systems is a huge pain. You have all sorts of weird dependencies, and then you have to deal with GPUs and NVIDIA drivers on top of all that! brev.dev (https://brev.dev/) is attempting to mitigate this pain and create delightfu... | 18 | 0 | 0 | there's a lot of optimizations around, the GPU spend so the way that it's being, backed up for the volume we're doing, like intelligent backups I guess where, we can back up just the amount of volume, that's actually being used so you're not, paying for unused volumes even when your, instance is off there's Auto stop m... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Machine learning at small organizations | Why is ML is so poorly adopted in small organizations (hint: it’s not because they don’t have enough data)? In this episode, Kirsten Lum from Storytellers shares the patterns she has seen in small orgs that lead to a successful ML practice. We discuss how the job of a ML Engineer/Data Scientist is different in that env... | 5 | 0 | 0 | I tend to think of these roles there's, not even a letter that describes this, there's so many you know you need to, have a relatively shallow but working, knowledge of the entire cycle and so, instead of thinking of your role as a, data scientist as training models or, even producing models the role of the, data scien... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | ChatGPT goes prime time! | Daniel and Chris do a deep dive into OpenAI’s ChatGPT, which is the first LLM to enjoy direct mass adoption by folks outside the AI world. They discuss how it works, its effect on the world, ramifications of its adoption, and what we may expect in the future as these types of models continue to evolve.
Leave us a co... | 4 | 1 | 0 | it's a three-step process so you, pre-train a language model then you, gather this sort of human preference, data and train a reward model now the, second reward model is trained to take, in a prompt and a response and score it, like a human would score it according to, preference it's actually trained on the, human pr... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | NLP research by & for local communities | While at EMNLP 2022, Daniel got a chance to sit down with an amazing group of researchers creating NLP technology that actually works for their local language communities. Just Zwennicker (Universiteit van Amsterdam) discusses his work on a machine translation system for Sranan Tongo, a creole language that is spoken i... | 2 | 0 | 0 | I can relate to just I thought that I, knew the language but then it feels like, okay I actually don't know anything and, I don't know they've been that, interesting curve is called a curve of, like David something where technically, showed that okay when you think that you, know something you have high confidence, and... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | SOTA machine translation at Unbabel | José and Ricardo joined Daniel at EMNLP 2022 to discuss state-of-the-art machine translation, the WMT shared tasks, and quality estimation. Among other things, they talk about Unbabel’s innovations in quality estimation including COMET, a neural framework for training multilingual machine translation (MT) evaluation mo... | 20 | 1 | 0 | we have started a project on this it's, to combine these systems this quality, estimation systems with the machine, translation itself so that is something, that we started working on this but I, believe that you can work on this for, the next few years and there is a lot of, things that we can improve there yeah, that... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI competitions & cloud resources | In this special episode, we interview some of the sponsors and teams from a recent case competition organized by Purdue University, Microsoft, INFORMS, and SIL International. 170+ teams from across the US and Canada participated in the competition, which challenged students to create AI-driven systems to caption images... | 3 | 0 | 0 | hi everyone this is Daniel coming to you, with a slightly different episode of, practical AI this week uh recently, Purdue Microsoft informs and a few, others put on a Case competition which, included student teams from Across the, Nation around 170 something teams all, working on a shared tasks related to, image capti... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Copilot lawsuits & Galactica "science" | There are some big AI-related controversies swirling, and it’s time we talk about them. A lawsuit has been filed against GitHub, Microsoft, and OpenAI related to Copilot code suggestions, and many people have been disturbed by the output of Meta AI’s Galactica model. Does Copilot violate open source licenses? Does Gala... | 12 | 0 | 0 | we were kind of laughing about it and, stuff but I think we're going to see so, many of these instances in the years, ahead and you made a point that I think, we sometimes need to respond with a bit, of empathy for the uh the data, scientists and AI Engineers that are, trying to create these because they're, trying to ... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Protecting us with the Database of Evil | Online platforms and their users are susceptible to a barrage of threats – from disinformation to extremism to terror. Daniel and Chris chat with Matar Haller, VP of Data at ActiveFence, a leader in identifying online harm – is using a combination of AI technology and leading subject matter experts to provide Trust & S... | 5 | 0 | 0 | what we do is we basically we combine, this like very very deep subject matter, expertise with our technology so we're a, technology company and yeah we also have, sort of experts in the field in the, domain like experts in the field of, researching human trafficking and really, understanding that space or in, misinfor... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Hybrid computing with quantum processors | It’s been a while since we’ve touched on quantum computing. It’s time for an update! This week we talk with Yonatan from Quantum Machines about real progress being made in the practical construction of hybrid computing centers with a mix of classical processors, GPUs, and quantum processors. Quantum Machines is buildin... | 6 | 1 | 0 | if we look at at the hardware of a, quantum computer it actually has two, main parts it has the qpu itself the, quantum processor that's the the quantum, Hardware that's where you know the magic, happens where you have these superp, positions and the cubits and all this, crazy Quantum stuff and then you have, what we c... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The practicalities of releasing models | Recently Chris and Daniel briefly discussed the Open RAIL-M licensing and model releases on Hugging Face. In this episode, Daniel follows up on this topic based on some recent practical experience. Also included is a discussion about graph neural networks, message passing, and tweaking synthesized voices!
Leave us a... | 1 | 0 | 0 | so there was this idea that the data, that we were using in this case it was, from the bloom Library which is a, product from s where people can create, their own books online so each book the, author releases that under a certain, creative well not all are Creative, Commons but the majority are creative, commment lice... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI adoption in large, well-established companies | This panel discussion was recorded at a recent event hosted by a company, Aryballe, that we previously featured on the podcast (#120 (https://practicalai.fm/120) ). We got a chance to discuss the AI-driven technology transforming the order/fragrance industries, and we went down the rabbit hole discussing how this techn... | 4 | 0 | 0 | we are using technology every day you, know I've been working on a specific, project to really understand imaging, technology and we started that well, before the pandemic and as everybody, knows on one Friday our business was, normal around the world and uh mostly in, the US come Monday uh that fateful, Monday one day... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Data for All | People are starting to wake up to the fact that they have control and ownership over their data, and governments are moving quickly to legislate these rights. John K. Thompson has written a new book on the topic that is a must read! We talk about the new book in this episode along with how practitioners should be think... | 2 | 0 | 0 | one of the things that people do not, think about is you know you're carrying, around your mobile device all the time, and 90% of us are walking around with, location services on and then we have, all these crazy conversations that we're, having in our political sphere right now, about you know what the government's, g... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | What's up, DocQuery? | Chris sits down with Ankur Goyal to talk about DocQuery (https://www.impira.com/product/docquery) , Impira’s new open source ML model. DocQuery lets you ask questions about semi-structured data (like invoices) and unstructured documents (like contracts) using Large Language Models (LLMs). Ankur illustrates many of th... | 13 | 0 | 0 | in impira we really wanted to create an, experience where users could easily see, whether the predictions were right or, wrong and then if the predictions are, wrong or if they feel compelled to give, us feedback that they're right they, could correct or confirm things and, every time they do that we drive the, feedbac... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Production data labeling workflows | It’s one thing to gather some labels for your data. It’s another thing to integrate data labeling into your workflows and infrastructure in a scalable, secure, and useful way. Mark from Xelex joins us to talk through some of what he has learned after helping companies scale their data annotation efforts. We get into wo... | 12 | 0 | 0 | data prep is so challenging it's, probably the most challenging part of a, project and it's often times because of, the sheer volume of data that is, required often times really highly paid, and talented data scientists are, managing projects in a highly manual way, where their time and talent just isn't, being utilize... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Evaluating models without test data | WeightWatcher, created by Charles Martin, is an open source diagnostic tool for analyzing Neural Networks without training or even test data! Charles joins us in this episode to discuss the tool and how it fills certain gaps in current model evaluation workflows. Along the way, we discuss statistical methods from physi... | 4 | 0 | 0 | all natural data has a power law, structure a fractal structure to it the, way neural networks learn is they learn, the multifractal nature of the data and, that that's why they work so well on, things like text and images and why they, don't work great on tabular data sets so, they correlations in the data data is, co... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Stable Diffusion | The new stable diffusion model is everywhere! Of course you can use this model to quickly and easily create amazing, dream-like images to post on twitter, reddit, discord, etc., but this technology is also poised to be used in very pragmatic ways across industry. In this episode, Chris and Daniel take a deep dive into ... | 32 | 0 | 0 | with these Technologies one of the first, things that I thought about was how, artists you know were getting frustrated, with the fact that you would have, machine learning practitioners come in, and creating art with these things and, all that and that's in a very immediate, you can do it today kind of situation as, w... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Licensing & automating creativity | AI is increasingly being applied in creative and artistic ways, especially with recent tools integrating models like Stable Diffusion. This is making some artists mad. How should we be thinking about these trends more generally, and how can we as practitioners release and license models anticipating human impacts? We e... | 1 | 0 | 0 | one of the big areas that we're seeing, just kind of explode is I mean in one, sense Ai and creativity but in a sort of, broader sense like an expansion of the, things that AI is doing in a creative, sphere that is paralleling you know a, lot of what humans could do and, particularly I think the most obvious, one that ... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Privacy in the age of AI | In this Fully-Connected episode, Daniel and Chris discuss concerns of privacy in the face of ever-improving AI / ML technologies. Evaluating AI’s impact on privacy from various angles, they note that ethical AI practitioners and data scientists have an enormous burden, given that much of the general population may not... | 11 | 1 | 0 | I think when people talk about data now, in terms of data that affects, personalization and identification I, think the argument to be made now by any, data scientist or AI practitioner is the, argument on what you need and why you, need it and being able to justify that, going forward in general there are many, except... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | Practical, positive uses for deep fakes | Differentiating between what is real versus what is fake on the internet can be challenging. Historically, AI deepfakes have only added to the confusion and chaos, but when labeled and intended for good, deepfakes can be extremely helpful. But with all of the misinformation surrounding deepfakes, it can be hard to se... | 9 | 0 | 0 | I think this is really an exciting time, where creativity is basically Unleashed, both in synthetic media human faes, person that does not exist and also, prompt generated images and styles and, all of these kind of things are coming, together and people are getting used to, basically consuming stuff that is, automatic... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | CMU's AI pilot lands in the news 🗞 | Daniel and Chris cover the AI news of the day in this wide-ranging discussion. They start with Truss from Baseten while addressing how to categorize AI infrastructure and tools. Then they move on to transformers (again!), and somehow arrive at an AI pilot model from CMU that can navigate crowded airspace (much to Chris... | 1 | 1 | 0 | I will say uh kind of obliquely in the, military space we're doing autonomous, stuff as as is reported in the general, news all the time in terms of of, aircraft and and I think that's fairly, well understood in the civilian space, though if you imagine in the future, being on an autonomous airliner they say, that this... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AlphaFold is revolutionizing biology | AlphaFold is an AI system developed by DeepMind that predicts a protein’s 3D structure from its amino acid sequence. It regularly achieves accuracy competitive with experiment, and is accelerating research in nearly every field of biology. Daniel and Chris delve into protein folding, and explore the implications of th... | 14 | 0 | 0 | I do know that proteins are the, foundation of all life they can be, incredibly complex many of our longtime, listeners will know that I'm really into, Animal Welfare causes and particularly I, handle venomous snakes quite often but, uh a friend of mine Dr Brun seagull he, and I will often talk about snake venom, and B... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | AI IRL & Mozilla's Internet Health Report | Every year Mozilla releases an Internet Health Report that combines research and stories exploring what it means for the internet to be healthy. This year’s report is focused on AI. In this episode, Solana and Bridget from Mozilla join us to discuss the power dynamics of AI and the current state of AI worldwide. They h... | 5 | 0 | 0 | even when we're talking about data, futures or AI in the future like what we, don't want to get into is like oh robots, and it's not like sci-fi future really, it's more like you and me real life kind, of future because even though we're, talking about very advanced technology, in some cases it affects people who, aren... |
UCZbtcRQHGpU_tt2yM4C7k0A | NRrH9-kRMwc | Changelog | youtube#video | The geopolitics of artificial intelligence | In this Fully-Connected episode, Chris and Daniel explore the geopolitics, economics, and power-brokering of artificial intelligence. What does control of AI mean for nations, corporations, and universities? What does control or access to AI mean for conflict and autonomy? The world is changing rapidly, and the rate... | 36 | 2 | 0 | so we're far enough into this you know, current AI Revolution to where it's a, point of prestige people have been, hearing if you don't get into it you're, going to get left way way behind and, there's there's truth to that and we're, starting to see that truth now in terms, of what different social or political, group... |
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