Generative AI

Table of Contents Manual Tracing, Scores, and Evaluation with Langfuse (Self-Hosted) Why Manual Tracing Matters for LLM Observability Decorator vs Manual Tracing: When to Use Which Manual Tracing with the Langfuse Low-Level API Why Manual Tracing Matters (Even If You…

Table of Contents LLM Observability with Self-Hosted Langfuse and vLLM Introduction to LLM Observability with Langfuse How Langfuse Fits into an LLM Observability Stack Langfuse Architecture for LLM Observability Why Understanding LLM Observability Architecture Matters Setting Up a Self-Hosted Langfuse…

Table of Contents Building and Training a Kimi-K2 Model Using DeepSeek-V3 Components Kimi-K2 vs DeepSeek-V3: Key Architecture Differences in LLM Design Mixture of Experts Scaling in Kimi-K2: Model Size, Sparsity, and Efficiency Attention Head Optimization in Kimi-K2 for Efficient Long-Context…

Table of Contents LlamaIndex: Building a Smarter RAG-Based Chatbot Understanding Retrieval Augmented Generation Limitations of Standalone Large Language Models in Production What Is Retrieval Augmented Generation (RAG)? Different Stages of a RAG System Loading Indexing and Storing Querying Evaluating Introduction…

Table of Contents Integrating and Scaling Large Language Models with FastChat: A Complete Guide to LMSYS, Configuration, and Advanced Usage FastChat: Unlocking the Potential of Large Language Models About LMSYS Importance and Relevance of FastChat in the Current LLM Ecosystem…

Table of Contents Integrating Document Embedding in Gemini Pro: An Approach to Retrieval-Augmented Generation Introduction to Document Embedding with Gemini Pro The Essential Role of Embeddings Setting Up Gemini Pro for Document Embedding and Generation Implementing Document Embedding: Code Integration…

Table of Contents Exploring GAN Code Generation with Gemini Pro and ChatGPT-3.5: A Comparative Study Introduction to GAN Development with Gemini Pro Expectations from the Generated Code Understanding Generative Adversarial Networks Configuring Gemini Pro for PyTorch GAN Code Creation and…

Table of Contents Conversing with Gemini Pro: Crafting and Debugging PyTorch Code Through AI Dialogue Introduction to Chat with Gemini Pro Recap of Previous Lessons Leveraging Conversational AI with Gemini Pro for Coding Exploring Gemini Pro as a Conversational AI…

Table of Contents Image Classification with Gemini Pro Introduction to Gemini Pro for Image Classification Transitioning from Image Processing to Image Classification with Gemini Pro Comparative Analysis: Gemini Pro vs. ChatGPT-3.5 in Image Classification Exploring the Variants: Gemini Pro and…