AI Engineering Academy

Overview

adithya-s-k/AI-Engineering.academy

AI Engineering Academy

adithya-s-k/AI-Engineering.academy

Home
Prompt Engineering
Prompt Engineering
RAG
RAG
- Introduction
- Embedding and Similarity
  Embedding and Similarity
  - Introduction
- RAG Techniques
  RAG Techniques
  - RAG from Scratch
    RAG from Scratch
    
    Overview
    
    Implementation
  - Basic RAG
    Basic RAG
    
    Overview
    
    Implementation
    
    Evaluation
  - BM25 RAG
    BM25 RAG
    
    Overview
    
    Implementation
  - Data Ingestion
    Data Ingestion
    
    Data Chunking
    
    Data Embedding
    
    Data Ingestion
  - RAG Evaluation
    RAG Evaluation
    
    Overview
    
    RAGAS
    
    DeepEval
    
    TruLens
    
    Notebook
  - RAG Observability
    RAG Observability
    
    Overview
    
    Implementation
  - ReRanker RAG
    ReRanker RAG
    
    Implementation
    
    Evaluation
  - Hybrid RAG
    Hybrid RAG
    
    Qdrant Hybrid Search
    
    Implementation
  - Sentence Window RAG
    Sentence Window RAG
    
    Implementation
  - Auto Merging RAG
    Auto Merging RAG
    
    Implementation
  - HyDE RAG
    HyDE RAG
    
    Implementation
  - Query Transformation RAG
    Query Transformation RAG
    
    Implementation
  - Self Query RAG
    Self Query RAG
    
    Implementation
  - RAG Fusion
    RAG Fusion
    
    Implementation
  - RAPTOR
    RAPTOR
    
    Implementation
  - ColBERT RAG
    ColBERT RAG
    
    Implementation
    
    Ragatouille Retriever
  - Graph RAG
    Graph RAG
    
    Implementation
  - Agentic RAG
    Agentic RAG
    
    Implementation
  - Vision RAG
    Vision RAG
    
    Implementation
LLM
LLM
- Introduction
- LLM
  LLM
  - Gemma
    Gemma
    
    Overview
    
    Implementation
  - Llama2
    Llama2
    
    Overview
    
    Implementation
    
    QLora
  - Llama3
  - Mistral
    Mistral
    
    Overview
    
    Implementation
    
    Evaluation
    
    DPO Fine-tuning
    
    SFT Trainer
    
    ChatML Inference
  - Mixtral
- VLM
  VLM
  - Florence2
  - PaliGemma
- LLM Architecture
  LLM Architecture
  - Parameter Count
Deployment
Deployment
- Introduction
- Deploy LLM
  Deploy LLM
  - Overview
- Quantization
  Quantization
  - AWQ
  - GGUF
Agents
Agents
- Overview
- Patterns
  Patterns
- Projects
  Projects
  - Multi-Document Agents
Projects
Projects
- Introduction
- YouTube Clones
  YouTube Clones