GenAI Roadmap
Generative AI & LLM Applications
Learn Generative AI from LLM fundamentals to production-ready applications using prompt engineering, APIs, embeddings, RAG, LangChain, AI agents, and real-world projects.
Introduction to Generative AI
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
AI vs Machine Learning vs Deep Learning vs GenAI
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Generative AI Use Cases
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Introduction to Large Language Models
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
How LLMs Work
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Tokens & Tokenization
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Context Windows
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LLM Parameters
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Temperature & Top-P
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Pre-trained vs Instruction-tuned Models
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Open-Source vs Closed-Source LLMs
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Introduction to Prompt Engineering
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Prompt Structure
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Zero-Shot Prompting
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Few-Shot Prompting
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Role & Instruction-based Prompting
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Chain-of-Thought & Reasoning Concepts
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Structured Output & JSON
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Prompt Templates
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LLM APIs
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Working with OpenAI APIs
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Working with Groq APIs
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Working with Hugging Face Models
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Building LLM Applications with Python
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Introduction to LangChain
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LangChain Model Component
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LangChain Prompt Component
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LangChain Chain Components
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LangChain Index Components
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LangChain Memory
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LangChain Agents
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Embeddings
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Vector Databases
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
FAISS
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
ChromaDB
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Pinecone
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Introduction to RAG
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Document Loading
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Text Splitting & Chunking
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Embedding & Indexing
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Retrieval
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Context Injection
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Building a RAG Pipeline
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
RAG Evaluation
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Advanced RAG Techniques
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Introduction to AI Agents
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Tools & Tool Calling
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Agent Workflows
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Multi-Agent Systems
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Fine-Tuning LLMs
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LoRA & PEFT
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
LLM Evaluation
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
Hallucination & Guardrails
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
GenAI Application Deployment
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
GenAI Interview Questions
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.
End-to-End GenAI Projects
Practical explanations, hands-on implementations, LLM examples, GenAI workflows, interview questions, and real-world projects.