Technical Guides

Master AI and Machine Learning with our comprehensive guides

10 complete guides

ResourcesTechnical Guides

Available Guides

Browse our comprehensive collection of technical guides organized by topic

Complete Guides (10)

🎯Complete

Prompt Engineering Fundamentals

Mastering the Art of AI Communication

30 min read5 ChaptersBeginner
Read Guide →Prompt Engineering
🧠Complete

Chain-of-Thought Prompting: Best Practices

Step-by-Step Reasoning for Complex Tasks

25 min read7 ChaptersIntermediate
Read Guide →Prompt Engineering
📚Complete

Understanding the Foundations of Language Modeling

Building LLMs from First Principles

60 min read14 ChaptersIntermediate
Read Guide →Model Understanding
🎚️Complete

Model Calibration in LLMs

Improving Confidence and Reliability

30 min read8 ChaptersAdvanced
Read Guide →Model Understanding
🔍Complete

NLP Explainability: LIME, SHAP, Integrated Gradients

Understanding What LLMs Learn

35 min read9 ChaptersIntermediate
Read Guide →Explainability
🕸️Complete

Explainable Graph Neural Networks (XGNN)

Interpreting Graph Learning Models

30 min read8 ChaptersAdvanced
Read Guide →Explainability
🧠Complete

Model Context Engineering

A Complete Guide to Self-Improving AI Systems

45 min read7 ChaptersIntermediate
Read Guide →RAG & Knowledge
🕸️Complete

Knowledge Graph Augmented RAG

Enhancing Retrieval with Structured Knowledge

30 min read6 ChaptersIntermediate
Read Guide →RAG & Knowledge
🖼️Complete

Vision-Language Models: CLIP, BLIP, Florence

Connecting Vision and Language

35 min read9 ChaptersIntermediate
Read Guide →Vision & Multimodal
🔗Complete

Causal Inference Basics for ML Researchers

Understanding Causation in ML

35 min read8 ChaptersAdvanced
Read Guide →Training