LLM Fine Tuning and RAG
Fine Tuning of LLMs Supervised Fine Tuning Techniques Parameter Efficient Fine Tuning – LoRA, QLoRA Reinforcement Learning from Human Feedback (RLHF) Retrieval Augmented Generation (RAG) with LLMs
Fine Tuning of LLMs Supervised Fine Tuning Techniques Parameter Efficient Fine Tuning – LoRA, QLoRA Reinforcement Learning from Human Feedback (RLHF) Retrieval Augmented Generation (RAG) with LLMs
High Value Industry Use Cases of Generative AI and LLMs Project Ideas and Demonstrations
Overview of Vector Databases Pinecone ChromaDB FAISS Framework Weaviate Qdrant
BabyAGI AutoGPT AgentGPT SuperAGI Build and Deploy your own agent
Hugging Face Pipelines LangChain LlamaIndex Cohere LLMFlow
Sequence Modeling and Language Models BERT GPT and Its Variants LLaMA PaLM and LaMDA Falcon Mistral Other Poular LLMs
Image Generative Models VQGAN DALL.E Latent Diffusion Model Stable Diffusion Other Popular Generative AI Models
Encoder-Decoder Models Autoencoders Generative Adversarial Network Transformers Foundation Models
Overview of Generative AI Generative AI vs Disciminative Popular Generative AI Models Large Language Models GenAI and LLM Use Cases
Reference Materials Notebook Links