channel
string
post_ids
list
n_posts
int64
dt_utc_first
timestamp[ns, tz=UTC]
dt_utc_last
timestamp[ns, tz=UTC]
html_unwrapped
string
label
string
priority_max
int64
ai_machinelearning_big_data
[ 3235 ]
1
2023-01-27T09:01:57Z
2023-01-27T09:01:57Z
<tg-emoji emoji-id="5818947586702184246"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E29D94.png')"><b>❔</b></i></tg-emoji> <b>PrimeQA: The Prime Repository for State-of-the-Art Multilingual Question Answering Research and Development<br/></b><br/><i>PRIMEQA supports core QA functionalities...
tldr
2
ai_machinelearning_big_data
[ 3236 ]
1
2023-01-28T06:24:48Z
2023-01-28T06:24:48Z
<b>Cut and Learn for Unsupervised Object Detection and Instance Segmentation</b><br/><br/><i>Simple anf effective method to train an object detection and instance segmentation model without using any supervision. </i><br/><br/><a href="https://github.com/facebookresearch/cutler" onclick="return confirm('Open this link?...
tldr
2
ai_machinelearning_big_data
[ 3238 ]
1
2023-01-30T10:01:57Z
2023-01-30T10:01:57Z
<tg-emoji emoji-id="6332514444240750197"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8EB6.png')"><b>🎶</b></i></tg-emoji> <b>Moûsai: Text-to-Music Generation with Long-Context Latent Diffusion</b><br/><br/><i>Audio generation using diffusion models, in PyTorch.<br/></i><br/>Полнофункци...
tldr
2
ai_machinelearning_big_data
[ 3239 ]
1
2023-01-31T09:13:16Z
2023-01-31T09:13:16Z
<tg-emoji emoji-id="5453888208494402519"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E2AD90.png')"><b>⭐️</b></i></tg-emoji> <b>The State of Computer Vision at Hugging Face </b><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA497.png')"><b>🤗</b></i><br/><br/><...
other
2
ai_machinelearning_big_data
[ 3241 ]
1
2023-01-31T16:40:26Z
2023-01-31T16:40:26Z
<tg-emoji emoji-id="4958933334035006150"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F948A.png')"><b>🔊</b></i></tg-emoji> <b>Audio-Visual Segmentation</b> <b>(AVS) </b><br/><br/><i>AVS to estimate pixel-wise segmentation masks for all the <b>sounding objects,</b> no matter the number o...
tldr
2
ai_machinelearning_big_data
[ 3243 ]
1
2023-02-02T08:01:09Z
2023-02-02T08:01:09Z
<tg-emoji emoji-id="6334388660594542334"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F948A.png')"><b>🔊</b></i></tg-emoji> <b>Audio AI Timeline</b><br/><br/>Here we will keep track of the latest AI models for audio generation, starting in 2023!<br/><br/>Список последних моделей ИИ для г...
other
2
ai_machinelearning_big_data
[ 3244 ]
1
2023-02-03T09:00:47Z
2023-02-03T09:00:47Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F94A5.png')"><b>🔥</b></i> <b>Dreamix: Video Diffusion Models are General Video Editors</b><br/><br/>New <b>Google's</b> <b>text-based motion</b> model.<br/><br/>Given a small collection of images showing the same subject, Dreamix can generate...
tldr
2
ai_machinelearning_big_data
[ 3248 ]
1
2023-02-03T18:02:01Z
2023-02-03T18:02:01Z
<tg-emoji emoji-id="6334710044407368265"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F9A80.png')"><b>🚀</b></i></tg-emoji> <b>Conditional Flow Matching</b><br/><br/><i>Conditional Flow Matching is a fast way to train Continuous Normalizing Flow models.<br/></i><br/><tg-emoji emoji-id="4...
tldr
2
ai_machinelearning_big_data
[ 3250 ]
1
2023-02-04T10:02:13Z
2023-02-04T10:02:13Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8C83.png')"><b>🌃</b></i> <b>STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation<br/></b><br/>The first method that jointly learns a <b>nighttime image </b>enhancer and a depth estimator, without using ground truth f...
tldr
2
ai_machinelearning_big_data
[ 3252 ]
1
2023-02-06T07:42:08Z
2023-02-06T07:42:08Z
<tg-emoji emoji-id="5870844977914842593"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E29C85.png')"><b>✅️</b></i></tg-emoji> <a href="https://github.com/TEXTurePaper/TEXTurePaper" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" target="_blank"><b>TEXTure</b></a><b>...
tldr
2
ai_machinelearning_big_data
[ 3254 ]
1
2023-02-06T17:19:01Z
2023-02-06T17:19:01Z
<tg-emoji emoji-id="4985626654563894116"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>PyGlove: Manipulating Python Programs<br/></b><br/><i>Manipulating Python Programs with symbolic object-oriented programming .</i><br/><br/><i>PyGlove от Google ...
tldr
2
ai_machinelearning_big_data
[ 3255 ]
1
2023-02-07T08:50:10Z
2023-02-07T08:50:10Z
<tg-emoji emoji-id="4985791293545251552"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <a href="https://blog.google/technology/ai/bard-google-ai-search-updates/" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" target="_blank"...
other
2
ai_machinelearning_big_data
[ 3257 ]
1
2023-02-07T12:41:04Z
2023-02-07T12:41:04Z
<b>Open-sources PhyCV: The First Physics-inspired Computer Vision Library</b><br/><br/><i>Unlike traditional algorithms that are a sequence of hand-crafted empirical rules, physics-inspired algorithms leverage physical laws of nature as blueprints.<br/><br/>PhyCV - новый класс алгоритмов компьютерного зрения, высокой т...
tldr
2
ai_machinelearning_big_data
[ 3259 ]
1
2023-02-08T08:39:01Z
2023-02-08T08:39:01Z
<tg-emoji emoji-id="4985712614039355997"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>Microsoft launches the new Bing, with ChatGPT built in</b><br/><br/><i><br/>The new Bing offers you reliable, up-to-date results – and complete answers to your q...
other
2
ai_machinelearning_big_data
[ 3261 ]
1
2023-02-08T11:09:01Z
2023-02-08T11:09:01Z
Сбер празднует День российской науки и запускает <a href="https://is.gd/uoJ3MZ" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" target="_blank">сайт</a> для всех российских гиков, гениев и просто энтузиастов науки. На сайте можно много и хорошо почитать об исследованиях и разработках (R&amp;D...
other
2
ai_machinelearning_big_data
[ 3262 ]
1
2023-02-08T13:10:41Z
2023-02-08T13:10:41Z
<b>Gen-1: The Next Step Forward for Generative AI</b><br/><br/>Use words and images to <b>generate new videos </b>out of existing <br/><br/><i>Новейший ИИ-алгоритм Gen-1, который может изменить <b>стиль видео</b> по текстовому запросу или картинке.<br/>ones.</i><br/><a href="https://research.runwayml.com/gen1" rel="noo...
tldr
1
ai_machinelearning_big_data
[ 3263 ]
1
2023-02-09T08:23:54Z
2023-02-09T08:23:54Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8C90.png')"><b>🌐</b></i> <b>Гайд по созданию Big Data-проектов в облаке</b><br/> <br/>Big Data-проекты, как известно, проще реализовать в облаке из-за большого объема данных, внушительных вычислительных ресурсов, разветвленного технологическ...
other
2
ai_machinelearning_big_data
[ 3264 ]
1
2023-02-09T10:41:42Z
2023-02-09T10:41:42Z
<b>Hard Prompts Made Easy: Discrete Prompt Tuning for Language Models</b><br/><br/><i>From a given image, we first optimize a hard prompt using the PEZ algorithm and CLIP encoder</i>.<br/><br/>Модель для преобразование и<b>зображений в текстовые подсказки</b> для стабильной диффузии.<br/><br/>Автоматически генерирует т...
tldr
2
ai_machinelearning_big_data
[ 3265 ]
1
2023-02-10T09:14:50Z
2023-02-10T09:14:50Z
<tg-emoji emoji-id="5217979901331644711"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E2AD90.png')"><b>⭐️</b></i></tg-emoji> <b>In-N-Out: Face Video Inversion and Editing with Volumetric Decomposition</b><br/><br/>The core idea is to represent the face in a video using two <b>neural radianc...
tldr
2
ai_machinelearning_big_data
[ 3266 ]
1
2023-02-12T07:56:56Z
2023-02-12T07:56:56Z
<b>UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models</b><br/><br/><a href="https://github.com/wl-zhao/unipc" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" target="_blank"><i>Унифицированный корректор (UniC) </i></a><i>для диффузионных моделей для улучшения ...
tldr
1
ai_machinelearning_big_data
[ 3269 ]
1
2023-02-13T11:01:15Z
2023-02-13T11:01:15Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA497.png')"><b>🤗</b></i><b> PEFT: Parameter-Efficient Fine-Tuning of Billion-Scale Models on Low-Resource Hardware<br/></b><br/><i>Parameter-Efficient Fine-Tuning (PEFT) methods enable efficient adaptation of pre-trained language models (PLM...
other
2
ai_machinelearning_big_data
[ 3271 ]
1
2023-02-13T17:07:37Z
2023-02-13T17:07:37Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F92AD.png')"><b>💭</b></i> <b>Speech Synthesis, Recognition, and More With SpeechT5</b><br/><br/><i>Новая модель для синтеза и распозновании речи <b>SpeechT5</b> от huggingface.<br/><br/></i><i class="emoji" style="background-image:url('//tele...
other
2
ai_machinelearning_big_data
[ 3273 ]
1
2023-02-14T12:13:43Z
2023-02-14T12:13:43Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA7A9.png')"><b>🧩</b></i> <b>LEGO-Net: Learning Regular Rearrangements of Objects in Rooms</b><br/><br/>Model takes an input messy scene and attempts to clean the scene via iterative <b>denoising</b>.<br/><br/>LEGO-Net итеративный метод обуче...
tldr
2
ai_machinelearning_big_data
[ 3275 ]
1
2023-02-15T09:26:01Z
2023-02-15T09:26:01Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F9A80.png')"><b>🚀</b></i> <b>Universal Guidance for Diffusion Models</b><br/><br/><i>Algorithm successfully <b>generates quality image</b>s with guidance functions including segmentation, face recognition, object detection, and classifier sig...
tldr
1
ai_machinelearning_big_data
[ 3280 ]
1
2023-02-16T08:01:12Z
2023-02-16T08:01:12Z
<tg-emoji emoji-id="5314606606678237326"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E286AA.png')"><b>↪️</b></i></tg-emoji> <b>Zero-shot image-to-text generation with BLIP-2</b><br/><br/>The model bridges the gap <b>between vision and natural language modalities</b> by adding a transformer...
tldr
2
ai_machinelearning_big_data
[ 3282 ]
1
2023-02-17T07:48:36Z
2023-02-17T07:48:36Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8C90.png')"><b>🌐</b></i><b> Как организовать работу над ML-экспериментами с помощью MLflow</b><br/> <br/>MLOps — набор практик и инструментов, которые помогают стандартизировать и повысить эффективность процессов работы с машинным обучением....
other
2
ai_machinelearning_big_data
[ 3283 ]
1
2023-02-17T09:48:01Z
2023-02-17T09:48:01Z
<b>T2I-Adapter</b><br/><br/><i>Network that can provide extra guidance to pre-trained text-to-image models while freezing the original large text-to-image models.</i><br/><br/><i>T2I-Adapter набор aдаптеров для диффузионных моделей(~ 70 млн параметров ).Подходит для широкого спектра задач <b>text-to-image</b></i>, <i>г...
tldr
2
ai_machinelearning_big_data
[ 3289 ]
1
2023-02-17T16:02:10Z
2023-02-17T16:02:10Z
<b>3D-aware Conditional Image Synthesis (pix2pix3D)</b><br/><br/><i>Model synthesizes a 3d photo from different viewpoints. <br/></i><br/><i>3D генеративная модель для управляемого синтеза <b>фотореалистичных </b>изображений<b>. </b></i><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="backgrou...
tldr
2
ai_machinelearning_big_data
[ 3291 ]
1
2023-02-18T10:01:03Z
2023-02-18T10:01:03Z
<tg-emoji emoji-id="5032776298733240935"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F9181.png')"><b>👁</b></i></tg-emoji> <b>EdgeYOLO: An Edge-Real-Time Object Detector</b><br/><br/>EdgeYOLO reaches 34FPS with 50.6% AP in COCO2017 dataset and <b>25.9%</b> AP in VisDrone2019 (image inpu...
tldr
2
ai_machinelearning_big_data
[ 3292 ]
1
2023-02-19T08:34:07Z
2023-02-19T08:34:07Z
<tg-emoji emoji-id="6334710044407368265"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F9A80.png')"><b>🚀</b></i></tg-emoji> <b>Slapo: A Schedule Language for Large Model Training</b><br/><br/><i>Slapo is a schedule language for progressive optimization of large deep learning model traini...
tldr
2
ai_machinelearning_big_data
[ 3293 ]
1
2023-02-20T08:07:07Z
2023-02-20T08:07:07Z
<tg-emoji emoji-id="4958944784417817197"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F92A0.png')"><b>💠</b></i></tg-emoji> <b>MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation</b><br/><br/><i>MultiDiffusion - модель, позволяющая создавать</i> <i>любые</i> <i>изображ...
tldr
1
ai_machinelearning_big_data
[ 3295 ]
1
2023-02-20T14:33:06Z
2023-02-20T14:33:06Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F948D.png')"><b>🔍</b></i> <b>Planar Object Tracking via Weighted Optical Flow</b><br/><i><br/>Method for planar object 8 degrees-of-freedom pose.<br/><br/>WOFT - новый невероятно точный метод отслеживания объектов.</i><br/><br/><tg-emoji emo...
tldr
2
ai_machinelearning_big_data
[ 3296 ]
1
2023-02-21T07:00:53Z
2023-02-21T07:00:53Z
<tg-emoji emoji-id="5319230516929502602"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F948D.png')"><b>🔍</b></i></tg-emoji> <b>A meta-dataset for few-shot image classification</b><br/><br/>Meta Album is a meta-dataset created for few-shot learning, meta-learning, continual learning and s...
tldr
2
ai_machinelearning_big_data
[ 3298 ]
1
2023-02-23T09:30:52Z
2023-02-23T09:30:52Z
<tg-emoji emoji-id="5213123182378098899"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F92A8.png')"><b>💨</b></i></tg-emoji> <b>3D Object Tracking</b><br/><br/>Multi-modality tracker that fuses information from visual appearance and geometry to estimate object poses. <br/><i><br/>Список а...
other
2
ai_machinelearning_big_data
[ 3300 ]
1
2023-02-24T09:21:26Z
2023-02-24T09:21:26Z
<b>Video Localized Narratives</b><br/><br/>Video Localized Narratives, a new form of multimodal video annotations <b>connecting vision and language.</b><br/><br/>Новая модель от Google позволяет генерировать аннотации к видео, фиксируя даже сложные события.<br/><br/>Авторы уже аннотировали<b> 20 тыс. видео </b>из датас...
tldr
2
ai_machinelearning_big_data
[ 3301 ]
1
2023-02-25T07:12:49Z
2023-02-25T07:12:49Z
<tg-emoji emoji-id="5818775306974006843"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F93A1.png')"><b>📡</b></i></tg-emoji> <b>Learning Visual Representations via Language-Guided Sampling</b><br/><br/>New approach deviates from image-text contrastive learning by relying on pre-trained la...
tldr
2
ai_machinelearning_big_data
[ 3303 ]
1
2023-02-27T09:35:35Z
2023-02-27T09:35:35Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8C90.png')"><b>🌐</b></i> <b>Как наладить технологии автоматического перевода в своём проекте?</b><br/> <br/>В <a href="https://habr.com/ru/company/vk/blog/718194/" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" tar...
other
2
ai_machinelearning_big_data
[ 3304 ]
1
2023-02-27T11:35:33Z
2023-02-27T11:35:33Z
<tg-emoji emoji-id="5314737096374624681"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F92A1.png')"><b>💡</b></i></tg-emoji><b> The ChatGPT Cheat Sheet<br/></b><br/><a href="https://www.kdnuggets.com/publications/sheets/ChatGPT_Cheatsheet_Costa.pdf" onclick="return confirm('Open this link...
tldr
1
ai_machinelearning_big_data
[ 3305 ]
1
2023-02-28T07:38:26Z
2023-02-28T07:38:26Z
<tg-emoji emoji-id="4956439375375237658"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F9383.png')"><b>📃</b></i></tg-emoji><b>OccDepth: A Depth-aware Method for 3D Semantic Occupancy Network</b><br/><br/><i>Maybe the first academic open work on stereo 3D </i><a href="https://www.speedsol...
tldr
2
ai_machinelearning_big_data
[ 3307 ]
1
2023-03-01T09:19:01Z
2023-03-01T09:19:01Z
<tg-emoji emoji-id="5032776298733240935"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F9181.png')"><b>👁</b></i></tg-emoji> <b>Deep Contextual Video Compression<br/></b><br/><i>A group-based offset diversity where the cross-group interaction is proposed for better context mining. <br/><b...
tldr
1
ai_machinelearning_big_data
[ 3308 ]
1
2023-03-02T08:15:25Z
2023-03-02T08:15:25Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F988A.png')"><b>😊</b></i> <b>HugNLP</b><br/><br/>HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. <br/><br/>HugNLP — это новая <b>универсальная NLP библиотека</b> основанная на Hugging Face, для повышения уд...
other
2
ai_machinelearning_big_data
[ 3311 ]
1
2023-03-03T08:07:05Z
2023-03-03T08:07:05Z
<tg-emoji emoji-id="5453888208494402519"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E2AD90.png')"><b>⭐️</b></i></tg-emoji> <b>Dropout Reduces Underfitting</b><br/><br/><i>Early dropout helps underfitting models fit the data better and achieve lower training loss. Late dropout helps improv...
other
2
ai_machinelearning_big_data
[ 3312 ]
1
2023-03-04T09:52:35Z
2023-03-04T09:52:35Z
<tg-emoji emoji-id="5915862617498324145"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E2AD90.png')"><b>⭐️</b></i></tg-emoji> <b>SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision Boundaries, CVPR 2023</b><br/><br/><i>Exact method for computing partitio...
tldr
2
ai_machinelearning_big_data
[ 3314 ]
1
2023-03-06T09:32:01Z
2023-03-06T09:32:01Z
<b>Ultra fast ControlNet with </b><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA7A8.png')"><b>🧨</b></i><b> Diffusers</b><br/><br/>ControlNet provides a minimal interface allowing users to customize the generation process up to a great extent.<br/><br/>Новый пайплайн <a href="https://hu...
tldr
1
ai_machinelearning_big_data
[ 3319 ]
1
2023-03-07T09:58:58Z
2023-03-07T09:58:58Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA7A9.png')"><b>🧩</b></i> <b>Building LEGO for 3D Reconstruction on Mobile Devices</b><br/><br/><i>A novel data capturing and 3D annotation pipeline in MobileBrick without relying on expensive 3D scanners.<br/><br/>MobileBrick - это первый мн...
tldr
2
ai_machinelearning_big_data
[ 3322 ]
1
2023-03-09T10:10:35Z
2023-03-09T10:10:35Z
<b>Openicl</b><br/><br/><i>New open-source toolkit for ICL and LLM evaluation.</i><br/><br/>OpenICL - новый фреймворк для исследования, разработки и созданию прототипов для задач in-context learning.<br/><br/><code>pip install openicl</code><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="back...
tldr
2
ai_machinelearning_big_data
[ 3323 ]
1
2023-03-10T08:33:27Z
2023-03-10T08:33:27Z
<tg-emoji emoji-id="4985712614039355997"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>MIT Introduction to Deep Learning</b> <b>2023</b><br/><br/><i> Lecture 1 *New 2023 Edition* Foundations of Deep Learning<br/><br/>Премьера новых лекции курса In...
other
2
ai_machinelearning_big_data
[ 3324 ]
1
2023-03-11T08:26:08Z
2023-03-11T08:26:08Z
<b>Multivariate Probabilistic Time Series Forecasting with Informer</b><br/><br/><i>Efficient transformer-based model for LSTF.</i><br/><br/><i>Применение модели </i><a href="https://huggingface.co/docs/transformers/main/en/model_doc/informer" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" ta...
tldr
2
ai_machinelearning_big_data
[ 3326 ]
1
2023-03-12T08:32:26Z
2023-03-12T08:32:26Z
Data Engineer (lead) <br/> <br/>Формат: классный офис в Москве/гибрид/удаленно; <br/>Доход: 300-400К+ руб.; <br/>Форма оформления: по ТК/ИП; <br/> <br/>О нас: Мы занимаемся разработкой data-платформы, в рамках которой развиваются различные data-продукты: <br/>• рекомендательные системы; <br/>• сервисы аналитики и в...
other
2
ai_machinelearning_big_data
[ 3327 ]
1
2023-03-12T09:19:19Z
2023-03-12T09:19:19Z
<tg-emoji emoji-id="4985626654563894116"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>PyXAB - Python X-Armed Bandit</b><br/><br/><i>A Python Library for </i><a href="https://www.jmlr.org/papers/volume12/bubeck11a/bubeck11a.pdf" onclick="return con...
tldr
2
ai_machinelearning_big_data
[ 3329 ]
1
2023-03-13T10:01:06Z
2023-03-13T10:01:06Z
<b>StyleGANEX - Official PyTorch Implementation</b><br/><br/><i>Encoder that provides the first-layer feature of the extended StyleGAN in addition to the latent style code.</i><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>...
tldr
2
ai_machinelearning_big_data
[ 3331 ]
1
2023-03-13T18:02:01Z
2023-03-13T18:02:01Z
<tg-emoji emoji-id="4983701693171499778"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E28FA9.png')"><b>⏩</b></i></tg-emoji> <b>OpenOccupancy: A Large Scale Benchmark for Surrounding Semantic Occupancy Perception.</b><br/><br/><i>OpenOccupancy first surrounding semantic occupancy perception...
tldr
1
ai_machinelearning_big_data
[ 3333 ]
1
2023-03-14T10:02:01Z
2023-03-14T10:02:01Z
<b>Erasing Concepts from Diffusion Models<br/></b><br/>A<i> fine-tuning method that can erase a visual concept from a pre-trained diffusion model, given only the name of the style and using negative guidance as a teacher.<br/><br/>Метод тонкой настройки, который может убрать имитацию стиля конкретного художника или даж...
tldr
2
ai_machinelearning_big_data
[ 3334 ]
1
2023-03-14T17:07:12Z
2023-03-14T17:07:12Z
<b>Gpt4 realise !</b><br/><br/><a href="https://openai.com/research/gpt-4" rel="noopener" target="_blank">https://openai.com/research/gpt-4</a><br/><br/><a href="https://t.me/ai_machinelearning_big_data" target="_blank">@ai_machinelearning_big_data</a>
tldr
2
ai_machinelearning_big_data
[ 3336 ]
1
2023-03-15T10:08:24Z
2023-03-15T10:08:24Z
<b>GraphGym</b><br/><br/><i>Platform for designing and evaluating Graph Neural Networks (GNN)</i>.<br/><br/>GraphGym - это платформа для проектирования и оценки графовых нейронных сетей .<br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5...
tldr
2
ai_machinelearning_big_data
[ 3338 ]
1
2023-03-16T08:11:01Z
2023-03-16T08:11:01Z
<b>Tuned Lens</b> <i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F948E.png')"><b>🔎</b></i><br/><br/>Simple interface training and evaluating tuned lenses. A tuned lens allows us to peak at the iterative computations a transformer uses to compute the next token.<br/><br/><i>Инструменты для...
tldr
2
ai_machinelearning_big_data
[ 3339 ]
1
2023-03-17T07:12:08Z
2023-03-17T07:12:08Z
<b>FateZero: Fusing Attentions for Zero-shot Text-based Video Editing</b><br/><i><br/>Video Style Editing Using Stable Diffusion.</i><br/><br/><i>Новый метод редактирования видео из текстовых промтов без предварительного обучения</i> <i>модели и без использования</i> <i>маски, специфичной для конкретного видео. </i><br...
tldr
2
ai_machinelearning_big_data
[ 3341 ]
1
2023-03-18T10:00:01Z
2023-03-18T10:00:01Z
<b>Taming Diffusion Models for Audio-Driven Co-Speech Gesture Generation (CVPR 2023)</b><br/><br/>Novel Diffusion Audio-Gesture Transformer is devised to better attend to the information from multiple modalities and model the long-term temporal dependency. M<br/><br/>Новая система на основе диффузии для эффективного за...
tldr
2
ai_machinelearning_big_data
[ 3344 ]
1
2023-03-20T10:10:38Z
2023-03-20T10:10:38Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA497.png')"><b>🤗</b></i> <b>ModelScope Text to Video Synthesis<br/></b><br/><i>For faster inference without waiting in queue, you may duplicate the space and upgrade to GPU in settings.</i><br/><br/>Новая диффузионная модель для генерации ви...
tldr
2
ai_machinelearning_big_data
[ 3345 ]
1
2023-03-20T12:58:47Z
2023-03-20T12:58:47Z
<b><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA696.png')"><b>🦖</b></i> Яндекс выложил в опенсорс исходный код </b><a href="https://ytsaurus.tech/ru?utm_source=telegram&amp;amp;utm_medium=social&amp;amp;utm_campaign=pr_launch&amp;amp;utm_content=ai_machinelearning_big_data" onclick="r...
other
2
ai_machinelearning_big_data
[ 3346 ]
1
2023-03-20T14:56:21Z
2023-03-20T14:56:21Z
<b>Gen-2: The Next Step</b> <b>Forward for Generative AI</b><br/><br/>A multi-modal AI system that can generate novel videos with text, images, or video clips.<br/><br/>Мультимодальная AI модель <a href="https://research.runwayml.com/gen2" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" target...
tldr
2
ai_machinelearning_big_data
[ 3348 ]
1
2023-03-21T12:31:37Z
2023-03-21T12:31:37Z
<tg-emoji emoji-id="4956486400972161903"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E29A9C.png')"><b>⚜️</b></i></tg-emoji><b> ViperGPT: Visual Inference via Python Execution for Reasoning</b><br/><br/>ViperGPT, a framework that leverages code-generation models to compose vision-and-langua...
other
1
ai_machinelearning_big_data
[ 3350 ]
1
2023-03-22T08:35:35Z
2023-03-22T08:35:35Z
<tg-emoji emoji-id="6334554201519031929"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8EA5.png')"><b>🎥</b></i></tg-emoji> <b>Zero-1-to-3: Zero-shot One Image to 3D Object</b><br/><br/><i>Zero-1-to-3, a framework for changing the camera viewpoint of an object given just a single RGB ima...
tldr
2
ai_machinelearning_big_data
[ 3353 ]
1
2023-03-23T10:56:01Z
2023-03-23T10:56:01Z
<b>NeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-view Images</b><br/><br/><i>Novel neural volume rendering method, which uses SDF and validity to calculate the volume opacity and avoids rendering points with low validity. <br/><br/>Новая нейронная система рендеринга, которая может опрелел...
tldr
2
ai_machinelearning_big_data
[ 3357 ]
1
2023-03-24T10:02:01Z
2023-03-24T10:02:01Z
<b>ReVersion : Diffusion-Based</b> <b>Relation Inversion from Images</b><br/><i><br/>ReVersion for the Relation Inversion task, which aims to learn a specific relation (represented as "relation prompt") from exemplar images.<br/><br/>Фреймворк для поиска общих сущностей в изображениях для генерации промптов для синтеза...
tldr
2
ai_machinelearning_big_data
[ 3360 ]
1
2023-03-25T11:26:20Z
2023-03-25T11:26:20Z
<b>Train your ControlNet with diffusers </b><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA7A8.png')"><b>🧨</b></i><br/><br/><a href="https://huggingface.co/blog/controlnet" onclick="return confirm('Open this link?\n\n'+this.href);" rel="noopener" target="_blank">ControlNet</a> is a neur...
tldr
2
ai_machinelearning_big_data
[ 3362 ]
1
2023-03-26T10:24:06Z
2023-03-26T10:24:06Z
<tg-emoji emoji-id="6334402121022048240"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F94A5.png')"><b>🔥</b></i></tg-emoji> <b>Fix the Noise: Disentangling Source Feature for Controllable Domain Translation</b><br/><br/><i>A new approach for high-quality domain translation with better co...
other
1
ai_machinelearning_big_data
[ 3364 ]
1
2023-03-27T10:02:06Z
2023-03-27T10:02:06Z
<b>Conditional Image-to-Video Generation with Latent Flow Diffusion Models</b><br/><br/><i>New approach for cI2V using novel latent flow diffusion models (LFDM) that synthesize an optical flow sequence in the latent space based on the given condition to warp the given image.<br/><br/>Генерация видео из изображений с ис...
tldr
2
ai_machinelearning_big_data
[ 3366 ]
1
2023-03-29T14:50:48Z
2023-03-29T14:50:48Z
<b>Federated Learning using Hugging Face and Flower</b><br/><br/>В этом уроке рассматривается, как использовать Hugging Face для Federated Learning (так называется совокупность методов обучения ML моделей на распределённых данных) языковых моделей на нескольких клиентах с помощью фреймворка <a href="https://flower.dev/...
other
2
ai_machinelearning_big_data
[ 3368 ]
1
2023-03-30T08:28:36Z
2023-03-30T08:28:36Z
<b>One-Stage 3D Whole-Body Mesh Recovery with Component Aware Transformer</b><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>Github</b>: <a href="https://github.com/IDEA-Research/OSX" rel="noopener" ...
tldr
1
ai_machinelearning_big_data
[ 3370 ]
1
2023-03-30T14:01:11Z
2023-03-30T14:01:11Z
<b>AutoAD: Movie Description in Context</b><br/><br/><i>MAD: A Scalable Dataset for Language Grounding in Videos from Movie Audio Descriptions</i>.<br/><i><br/>MAD - это масштабный набор данных, собранный из аудиоописаний фильмов</i>.<br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-...
tldr
2
ai_machinelearning_big_data
[ 3372 ]
1
2023-03-30T19:27:30Z
2023-03-30T19:27:30Z
<b>DPF: Learning Dense Prediction Fields with Weak Supervision</b><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>Github</b>: <a href="https://github.com/cxx226/dpf" rel="noopener" target="_blank">ht...
tldr
2
ai_machinelearning_big_data
[ 3374 ]
1
2023-03-31T10:00:45Z
2023-03-31T10:00:45Z
<b>3D Line Mapping Revisited</b><br/><br/><i>LIMAP is a toolbox for mapping and localization with line features.</i><br/><br/><i>Интерфейсы для различных геометрических операций над 2D/3D линиями.</i><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image:url('//telegram.org/img/emoj...
tldr
2
ai_machinelearning_big_data
[ 3376 ]
1
2023-03-31T17:25:44Z
2023-03-31T17:25:44Z
<b>WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research</b><br/><i><br/>Propose a three-stage processing pipeline for filtering noisy data and generating high-quality captions, where ChatGPT.<br/><br/>Конвейер обработки для фильтрации зашумленных данных и создания ...
tldr
1
ai_machinelearning_big_data
[ 3378 ]
1
2023-04-01T09:19:06Z
2023-04-01T09:19:06Z
<b>vid2vid-zero for Zero-Shot Video Editing</b><br/><br/>We propose vid2vid-zero, a simple yet effective method for zero-shot video editing.<br/><br/>Мы предлагаем vid2vid-zero, простой, но эффективный метод редактирования видео.<br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image...
tldr
2
ai_machinelearning_big_data
[ 3380 ]
1
2023-04-02T10:02:06Z
2023-04-02T10:02:06Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E29AA1.png')"><b>⚡️</b></i><b>Token Merging for Stable Diffusion</b><br/><br/>Token Merging (ToMe) speeds up transformers by merging redundant tokens, which means the transformer has to do less work.<br/><br/>Используя только чистый python и pyto...
tldr
2
ai_machinelearning_big_data
[ 3381 ]
1
2023-04-03T09:09:29Z
2023-04-03T09:09:29Z
<tg-emoji emoji-id="5217979901331644711"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E2AD90.png')"><b>⭐️</b></i></tg-emoji> <b>HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace</b><br/><i><br/>Language serves as an interface for LLMs to connect numerous AI models for...
tldr
2
ai_machinelearning_big_data
[ 3383 ]
1
2023-04-04T08:07:04Z
2023-04-04T08:07:04Z
<b>WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation</b><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>Github</b>: <a href="https://github.com/hustvl/weaktr" rel...
tldr
2
ai_machinelearning_big_data
[ 3385 ]
1
2023-04-06T06:35:10Z
2023-04-06T06:35:10Z
<b>Segment Anything</b><br/><br/>The Segment Anything Model (SAM) produces high quality object masks from input prompts such as points or boxes, and it can be used to generate masks for all objects in an image. <br/><br/>Новая модель - <a href="https://segment-anything.com/" onclick="return confirm('Open this link?\n\...
other
1
ai_machinelearning_big_data
[ 3387 ]
1
2023-04-07T10:00:41Z
2023-04-07T10:00:41Z
<b>StackLLaMA: A hands-on guide to train LLaMA with RLHF</b><br/><br/>In this post, we went through the entire training cycle for RLHF, starting with preparing a dataset with human annotations.<br/><br/><i>В этой статье блога мы покажем все этапы обучения модели </i><a href="https://ai.facebook.com/blog/large-language-...
tldr
2
ai_machinelearning_big_data
[ 3390 ]
1
2023-04-07T14:02:30Z
2023-04-07T14:02:30Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F94A5.png')"><b>🔥</b></i><b> Что такое согласованность данных и почему с ней все так сложно<br/></b> <br/>Понятие согласованности данных сложное, неоднозначное и включает в себя широкий спектр определений, лишь частично совпадающих друг с дру...
other
2
ai_machinelearning_big_data
[ 3391 ]
1
2023-04-07T16:02:34Z
2023-04-07T16:02:34Z
<b>Painter → SegGPT: Vision Foundation Models from BAAI</b><br/><br/><i>SegGPT, a generalist model for segmenting everything in context. </i><br/><br/><i>Фреймворк, которые объединяет различные задачи сегментации в универсальную контекстную систему обучения, которая подходит для различных типов сегментации.</i><br/><br...
tldr
2
ai_machinelearning_big_data
[ 3393 ]
1
2023-04-09T08:42:06Z
2023-04-09T08:42:06Z
<b>Instruction Tuning with GPT-4</b><br/><br/>First attempt to use GPT-4 to generate instruction-following data for LLM finetuning. <br/><br/><i>Это репозиторий для GPT-4-LLM, целью которого является обмен данными, сгенерированными GPT-4 для построения LLM, с помощью контролируемого обучения и обучения с подкреплением....
tldr
2
ai_machinelearning_big_data
[ 3394 ]
1
2023-04-10T08:01:53Z
2023-04-10T08:01:53Z
<b>DiffMimic:</b> <b>Efficient Motion Mimicking with Differentiable Physics</b><br/><br/><i>Utilizing differentiable physics simulators (DPS), DiffMimic simplifies policy learning into a state matching problem, providing faster and more stable convergence than reinforcement learning-based techniques. <br/><br/>В данном...
tldr
2
ai_machinelearning_big_data
[ 3396 ]
1
2023-04-11T10:47:01Z
2023-04-11T10:47:01Z
Стартовал набор в ШАД — двухгодичную программу Академии Яндекса для тех, кто хочет исследовать Machine Learning и работать в IT-индустрии. Обучение проходит по 4 направлениям: <br/>— data science<br/>— инфраструктура больших данных<br/>— разработка машинного обучения<br/>— анализ данных в прикладных науках<br/><br/>Для...
other
2
ai_machinelearning_big_data
[ 3398 ]
1
2023-04-13T08:20:36Z
2023-04-13T08:20:36Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E29BB9E2808DE29982.png')"><b>⛹️‍♂️</b></i> <b>SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes</b><br/><br/><i>A Large-Scale Multi-Object Tracking Dataset in Sports Scenes.<br/><br/>Новый крупный набор данных многообъект...
tldr
2
ai_machinelearning_big_data
[ 3399 ]
1
2023-04-14T09:01:11Z
2023-04-14T09:01:11Z
Х5 Tech проведет <b>Data science meetup #1</b><br/> <br/>В программе: <br/><br/><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8EAF.png')"><b>🎯</b></i> Кто такие Data-спецназ X5 Tech, как пришли к автоматизации А/Б тестирования в оффлайне и что делать математику в ритейле<br/><br/><i>Ра...
other
2
ai_machinelearning_big_data
[ 3400 ]
1
2023-04-14T11:01:01Z
2023-04-14T11:01:01Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F9180.png')"><b>👀</b></i><b>SEEM: Segment Everything Everywhere All at Once</b><br/><i><br/>Universal, interactive multi-modal interface for any types of segmentation with ONE SINGLE MODE.<br/><br/>SEEM позволяет пользователям легко сегментир...
tldr
2
ai_machinelearning_big_data
[ 3402 ]
1
2023-04-14T16:34:01Z
2023-04-14T16:34:01Z
<tg-emoji emoji-id="5453888208494402519"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/E2AD90.png')"><b>⭐️</b></i></tg-emoji> <b>Hard Patches Mining for Masked Image Modeling</b><br/><i><br/>We observe that the reconstruction loss can naturally be the metric of the difficulty of the pre-trai...
tldr
2
ai_machinelearning_big_data
[ 3404 ]
1
2023-04-15T10:10:36Z
2023-04-15T10:10:36Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F8EA8.png')"><b>🎨</b></i> <b>Animated Drawings</b><br/><br/><i>A Method for Automatically Animating Children's Drawings of the Human Figure<br/><br/>Метод анимации детских рисунков.</i><br/><br/><tg-emoji emoji-id="4985961065012527769"><i cla...
tldr
2
ai_machinelearning_big_data
[ 3406 ]
1
2023-04-16T09:49:22Z
2023-04-16T09:49:22Z
<b>AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models</b><br/><br/><i>This repository contains information about AGIEval, data, code and output of baseline systems for the benchmark.</i><br/><br/><i>AGIEval, новый</i> <i>бенчмарк, специально разработанный для оценки моделей ориентированных, на вступите...
tldr
1
ai_machinelearning_big_data
[ 3409 ]
1
2023-04-16T15:01:06Z
2023-04-16T15:01:06Z
<b>SiLK - Simple Learned Keypoints</b><br/><br/><i>SiLK is a self-supervised deep learning keypoint model.</i><br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F96A5.png')"><b>🖥</b></i></tg-emoji> <b>Github</b>: <a href="https://github.com/f...
tldr
2
ai_machinelearning_big_data
[ 3410 ]
1
2023-04-17T10:18:28Z
2023-04-17T10:18:28Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F939D.png')"><b>📝</b></i> <b>An open, billion-scale corpus of images interleaved with text.</b><br/><br/><i>MultimodalC4 is a multimodal extension of c4 that interleaves millions of images with text.</i><br/><br/><i>Открытый миллиардный корпу...
tldr
2
ai_machinelearning_big_data
[ 3412 ]
1
2023-04-18T10:01:26Z
2023-04-18T10:01:26Z
<tg-emoji emoji-id="5010731193675548666"><i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F92BB.png')"><b>💻</b></i></tg-emoji> <b>Graph classification with Transformers</b><br/><br/><i>This notebook shows how to fine-tune the Graphormer model for Graph Classification on a dataset available ...
tldr
2
ai_machinelearning_big_data
[ 3414 ]
1
2023-04-19T09:46:06Z
2023-04-19T09:46:06Z
<b>Inpaint Anything: Segment Anything Meets Image Inpainting</b><br/><br/><i>Inpaint Anything is able to remove the object smoothly.</i><br/><br/>"Inpaint Anything" - новый проект, который позваоляет удалить / заполнить / заменить что угодно на картинке (помощью промпта).<br/><br/><tg-emoji emoji-id="498596106501252776...
tldr
2
ai_machinelearning_big_data
[ 3415 ]
1
2023-04-20T07:55:55Z
2023-04-20T07:55:55Z
<b>Stability AI запускает первый набор языковых моделей StableLM</b><br/><br/><i>This repository contains Stability AI's ongoing development of the StableLM series of language models and will be continuously updated with new checkpoints. The following provides an overview of all currently available models. More coming ...
other
2
ai_machinelearning_big_data
[ 3417 ]
1
2023-04-20T15:03:06Z
2023-04-20T15:03:06Z
<b>Understanding INT4 Quantization for Transformer Models: Latency Speedup, Composability, and Failure Cases</b><br/><br/>В данной работе исследуется возможность использования квантования <b>INT4</b> для языковых моделей и показываем.<br/><br/><tg-emoji emoji-id="4985961065012527769"><i class="emoji" style="background-...
tldr
2
ai_machinelearning_big_data
[ 3418 ]
1
2023-04-22T06:46:19Z
2023-04-22T06:46:19Z
<b>LLM Zoo: democratizing ChatGPT</b><br/><br/><i>Model "Phoenix", achieving competitive performance among open-source English and Chinese models while excelling in languages with limited resources<br/><br/>LLM Zoo - это проект, который предоставляет данные, модели и бенчмарки для больших языковых моделей.</i><br/><br/...
tldr
2
ai_machinelearning_big_data
[ 3419 ]
1
2023-04-23T07:18:15Z
2023-04-23T07:18:15Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09FA791E2808DF09F92BB.png')"><b>🧑‍💻</b></i> <b>Learning to Program with Natural Language</b><br/><br/>This project introduces the Learning to Program (LP) method, which aims to learn the task program in text form from the training set using La...
other
1
ai_machinelearning_big_data
[ 3421 ]
1
2023-04-24T13:08:01Z
2023-04-24T13:08:01Z
<i class="emoji" style="background-image:url('//telegram.org/img/emoji/40/F09F93B8.png')"><b>📸</b></i> <b>Omni Aggregation Networks for Lightweight Image Super-Resolution<br/></b><br/><i>Omni Self-attention paradigm for simultaneous spatial and channel interactions,mining all the potential correlations across omni-axi...
tldr
2