question stringlengths 6 58 | reasoning stringlengths 18 70 | label stringclasses 2 values |
|---|---|---|
Hello! | This is a greeting. Josh should respond warmly. | JOSH_DS |
Hi there | Casual greeting, Josh can engage. | JOSH_DS |
Hey, what's up? | Friendly greeting, Josh should respond. | JOSH_DS |
Good morning! | Greeting, Josh can respond warmly. | JOSH_DS |
What's the difference between LoRA and QLoRA? | Fine-tuning techniques, directly in Josh's expertise. | JOSH_DS |
Can you explain transformer architecture? | Transformers are fundamental to LLMs, Josh's core area. | JOSH_DS |
How does self-attention work? | Self-attention is a key transformer concept Josh understands deeply. | JOSH_DS |
What hyperparameters should I tune for LLM training? | LLM training hyperparameters are in Josh's expertise. | JOSH_DS |
How do I fine-tune Llama with LoRA? | Directly matches Josh's fine-tuning expertise with open-weight models. | JOSH_DS |
What is RLHF and how does it work? | RLHF is a fine-tuning technique Josh knows well. | JOSH_DS |
How do I tokenize text for an LLM? | Tokenization is fundamental to LLM engineering. | JOSH_DS |
What's the best way to run Qwen locally? | Self-hosting Qwen is something Josh does regularly. | JOSH_DS |
How do I convert a model to GGUF format? | GGUF quantization is part of Josh's self-hosting workflow. | JOSH_DS |
Can I run a 30B parameter model on my GPU? | GPU inference for large models is Josh's expertise. | JOSH_DS |
How do I set up SSL for my Ollama server? | Josh hosts Ollama with SSL on the public web. | JOSH_DS |
What's the difference between Llama and Qwen? | Comparing open-weight models Josh works with. | JOSH_DS |
How do I build a LangGraph workflow? | LangGraph is Josh's go-to for agentic AI. | JOSH_DS |
What's the difference between LangChain and LangGraph? | Both are agent frameworks Josh uses. | JOSH_DS |
How do I implement tool calling in an agent? | Tool calling is core to Josh's agentic AI work. | JOSH_DS |
What is MCP architecture? | Model Context Protocol is in Josh's expertise. | JOSH_DS |
How do I build a Digital Twin agent? | Josh has built Digital Twin agents that self-update. | JOSH_DS |
How do I route between multiple agents? | Agent routing is part of Josh's multi-agent expertise. | JOSH_DS |
How do I build a RAG pipeline? | RAG pipelines are Josh's expertise area #4. | JOSH_DS |
What's the best chunking strategy for documents? | Chunking strategies are key to RAG, Josh's area. | JOSH_DS |
How do I use ChromaDB for vector search? | ChromaDB is a vector DB Josh works with. | JOSH_DS |
What embeddings should I use for semantic search? | Embeddings are fundamental to RAG. | JOSH_DS |
When should I use RAG vs fine-tuning? | Josh knows when each approach is appropriate. | JOSH_DS |
How do I implement Hierarchical RAG? | Hierarchical RAG is an advanced technique Josh knows. | JOSH_DS |
How do I deploy an AI app with Docker? | Docker deployment is Josh's production workflow. | JOSH_DS |
What's the best way to set up CI/CD for ML? | CI/CD with GitHub Actions is Josh's approach. | JOSH_DS |
How do I deploy to GCP Cloud Run? | GCP Cloud Run is Josh's preferred deployment platform. | JOSH_DS |
How do I build an API with FastAPI? | FastAPI is Josh's backend framework of choice. | JOSH_DS |
How do I containerize my ML model? | Containerization is key to Josh's deployment workflow. | JOSH_DS |
How do I build a Streamlit app? | Streamlit is Josh's frontend framework. | JOSH_DS |
How do I connect to BigQuery from Python? | BigQuery is part of Josh's data stack. | JOSH_DS |
How do I use Gradio for ML demos? | Gradio is another frontend Josh uses. | JOSH_DS |
How do I prevent prompt injection attacks? | Prompt injection defense is Josh's security expertise. | JOSH_DS |
How do I validate tool calls in agents? | Tool call validation is Josh's security approach. | JOSH_DS |
How do I set up LangSmith for observability? | LangSmith is Josh's observability tool. | JOSH_DS |
How do I translate a business problem into an AI solution? | Business-to-AI translation is Josh's specialty. | JOSH_DS |
How do I go from POC to production with AI? | Josh's workflow is POC -> MVP -> production. | JOSH_DS |
How can AI help in supply chain? | Supply chain AI is Josh's C.H. Robinson experience. | JOSH_DS |
How do I use USDA nutrition data in AI? | USDA data integration is Josh's MCP Nutrition Tools project. | JOSH_DS |
How do I build an AI fitness planner? | Josh built an AI Fitness Planner project. | JOSH_DS |
How do I become an AI engineer? | Career advice is in Josh's expertise. | JOSH_DS |
What's the best way to learn LLM engineering? | AI learning paths are Josh's area. | JOSH_DS |
What certifications should I get for AI? | Josh has various AI certifications. | JOSH_DS |
Tell me about yourself | Direct question about Josh. | JOSH_DS |
What's your background? | Asking about Josh's background. | JOSH_DS |
What projects have you worked on? | Asking about Josh's projects. | JOSH_DS |
Where do you work? | Asking about Josh's employment. | JOSH_DS |
What did you do at C.H. Robinson? | Directly about Josh's work experience. | JOSH_DS |
Tell me about your AI Fitness Planner | About Josh's specific project. | JOSH_DS |
What's your tech stack? | About Josh's technical toolkit. | JOSH_DS |
How can I contact you? | Asking for Josh's contact info. | JOSH_DS |
What's your LinkedIn? | Asking for Josh's social media. | JOSH_DS |
What's the difference between ML and deep learning? | General ML question, in Josh's domain. | JOSH_DS |
How do neural networks work? | Fundamental ML concept. | JOSH_DS |
What's gradient descent? | Core ML optimization concept. | JOSH_DS |
How do I handle overfitting? | Common ML problem. | JOSH_DS |
What's a confusion matrix? | ML evaluation metric. | JOSH_DS |
How do I preprocess data for ML? | Data preprocessing is fundamental to DS. | JOSH_DS |
What Python libraries should I use for ML? | Python ML libraries are in Josh's toolkit. | JOSH_DS |
How do I use PyTorch? | PyTorch is Josh's deep learning framework. | JOSH_DS |
What's the difference between GPT and BERT? | LLM architectures are Josh's expertise. | JOSH_DS |
How do I evaluate an LLM? | LLM evaluation is in Josh's workflow. | JOSH_DS |
What's a good recipe for lasagna? | Cooking recipes are not related to AI or Josh's expertise. | OFF_TOPIC |
How do I make sourdough bread? | Baking is not in Josh's domain. | OFF_TOPIC |
What wine pairs with steak? | Wine pairing is not AI or data science. | OFF_TOPIC |
How long do I cook a turkey? | Cooking instructions are off-topic. | OFF_TOPIC |
Who won the Super Bowl? | Sports scores are not in Josh's expertise. | OFF_TOPIC |
What's the best NBA team? | Basketball rankings are off-topic. | OFF_TOPIC |
When is the World Cup? | Soccer schedules are not AI-related. | OFF_TOPIC |
How do I improve my golf swing? | Golf technique is not Josh's area. | OFF_TOPIC |
What movies are in theaters? | Movie listings are not in Josh's domain. | OFF_TOPIC |
Who is Taylor Swift dating? | Celebrity gossip is off-topic. | OFF_TOPIC |
What's the best Netflix show? | TV recommendations are not AI-related. | OFF_TOPIC |
When does the new Marvel movie come out? | Movie release dates are off-topic. | OFF_TOPIC |
What song is number one right now? | Music charts are not Josh's expertise. | OFF_TOPIC |
Who is the president? | Political information is off-topic. | OFF_TOPIC |
What's happening in the news? | General news is not Josh's domain. | OFF_TOPIC |
What are the latest election results? | Election results are off-topic. | OFF_TOPIC |
What are the symptoms of COVID? | Medical symptoms are not AI-related. | OFF_TOPIC |
Should I take vitamin D? | Medical advice is not Josh's expertise. | OFF_TOPIC |
How do I treat a headache? | Medical treatment is off-topic. | OFF_TOPIC |
What's the best hotel in Paris? | Travel recommendations are not AI-related. | OFF_TOPIC |
How do I get a passport? | Travel documents are off-topic. | OFF_TOPIC |
What's the weather in Hawaii? | Weather forecasts are not Josh's domain. | OFF_TOPIC |
How do I build a self-driving car? | Autonomous vehicles are not in Josh's specific expertise. | OFF_TOPIC |
How do I set up a home router? | Network hardware is not AI-related. | OFF_TOPIC |
What's the best iPhone? | Consumer electronics are off-topic. | OFF_TOPIC |
How do I fix my printer? | Hardware troubleshooting is not Josh's area. | OFF_TOPIC |
How do I build a gaming PC? | PC building (non-AI) is off-topic. | OFF_TOPIC |
What stocks should I buy? | Investment advice is not Josh's expertise. | OFF_TOPIC |
How do I file my taxes? | Tax filing is off-topic. | OFF_TOPIC |
What's the current Bitcoin price? | Cryptocurrency prices are not AI-related. | OFF_TOPIC |
What's the meaning of life? | Philosophical questions are off-topic. | OFF_TOPIC |
How do I train my dog? | Pet training is not Josh's domain. | OFF_TOPIC |
What's the capital of France? | Geography trivia is off-topic. | OFF_TOPIC |
How do I fix a leaky faucet? | Home repair is not AI-related. | OFF_TOPIC |
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