Resources & Roadmaps

Practical guides, structured roadmaps, curated tools, and project ideas

Learning Roadmaps

Structured learning paths designed to take you from zero to proficient

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5-Day LLM Foundations Roadmap

Learn the fundamentals of Large Language Models in 5 structured days.

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3-Day RAG Roadmap

Master Retrieval-Augmented Generation from basics to advanced in 3 days.

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5-Day LLM Agents Roadmap

Understand and build AI agents over 5 focused days of learning.

In-Depth Guides

Comprehensive written guides covering specific topics in detail

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Agents 101 Guide

Everything you need to know about AI agents โ€” concepts, architecture, and implementation. (~16KB)

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Agentic RAG 101

Understanding agentic RAG โ€” combining retrieval-augmented generation with agentic workflows. (~15.3KB)

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Fine-Tuning 101

Complete guide to fine-tuning LLMs โ€” methods, tools, and best practices. (~16.1KB)

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Introduction to Multimodal LLMs

Deep dive into multimodal large language models โ€” architectures, training, and applications. (~23.2KB)

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LLM Lingo Series

6-part PDF series explaining commonly used LLM terminology with easy-to-understand definitions.

6 PDFs
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Securing Agentic AI Systems

Comprehensive security guide covering defense-in-depth, guardrails, and AI system protection. (~155KB)

Tools & Projects

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Favorite AI Tools

Curated list of AI tools spanning every layer of AI application development.

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60 AI Project Ideas

60 project ideas covering different aspects of AI and generative AI development. (~42KB)

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GenAI Project Ideas

Additional generative AI-specific project suggestions to build your portfolio. (~2.6KB)

Code Notebooks & Repositories

Hands-on code resources for building GenAI applications

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RAG Tutorials

AWS Bedrock Workshop, LangChain tutorials, Ray LLM apps, Ollama examples, CAMEL-AI cookbook.

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Fine-Tuning Tutorials

LLM Fine-tuning tutorials, PEFT examples by Hugging Face, and free fine-tuning notebooks.

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Comprehensive LLM Repos

LLM-PlayLab and other comprehensive repositories with multiple transformer-based projects.

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Agentic AI Notebooks

Jupyter notebooks on action autonomy, planning autonomy, and agentic AI patterns.