5 Days Gen AI Workshop
This course provides a comprehensive look at large language models (LLMs), their architecture, training methods, fine-tuning techniques, and real-world applications. It also delves into prompt engineering and retrieval-augmented generation (RAG) systems.
Duration
5 days
Lessons
21 lessons
Level
Beginner
Price
Free
Resource Outline
Day 1: LLMs, Generative AI, and Prompt Engineering
- Overview of LLMs
- Transformer Architecture, Training Methods, and Fine-Tuning
- Open-Source vs Closed-Source Models
- Reasoning Frameworks
- Prompt Engineering
Day 2: Chunking, Embedding, and RAG Basics
- Chunking, Embedding, and Indexing
- Vector Databases and Knowledge Base Creation
- RAG Overview and Components
Day 3: Advanced RAG and Memory in RAG Systems
- Advanced Retrieval-Augmented Generation (RAG) and Memory in RAG Systems
Day 4: Evaluation Techniques, Deployment & Optimizations
- Evaluation Techniques, Cost Optimization, and Deployment Strategies
Day 5: Fine Tuning, Agents, and Security
- Introduction to Fine-Tuning
- Introduction to Agents
- Security and Guardrails in LLMs
- Optimization of Latency and Throughput
- Agents
What You'll Learn
Pre-requisites
- Basic understanding of machine learning concepts
- Familiarity with Python programming
- Access to a computer with internet connection
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Your Instructor
Deepak Chawla
Founder of HiDevs
Deepak Chawla is a Data Scientist with over seven years of experience in AI, Machine Learning, and Cloud Computing. He co-founded HiDevs to build the largest Generative AI workforce. Prior to HiDevs, he worked at AI Planet, Coffeebeans, Merito, Easyrewardz, Bridgelabz, and Hidden Talent. He studied at M.L.V. Textile Engineering College in Bhilwara. Deepak developed the app "CorrectMe" and offers AI courses, including a 5-day AI course through HiDevs.