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Roadmaps

Overview
Core Systems
Advanced Topics
End-to-End Flows

Foundations

Course Setup
- AI Model Landscape: March 6, 2026
- Troubleshooting Guide
Python Fundamentals
Data Science Foundations
Mathematics for ML

Core AI

Tokenization
Embeddings
Neural Networks

Applied AI

Vector Databases
RAG
MLOps
Specializations

Advanced

Prompt Engineering
LLM Fine-Tuning
Multimodal AI
Local LLMs
AI Agents

Supplementary

Model Evaluation
Debugging & Troubleshooting
Low-Code AI Tools
AI Safety & Red Teaming
Real-Time & Streaming AI

Reference

Quizzes
References & Hands-On Labs
Glossary & Foundations
- AI/ML Glossary

Research

Advanced Deep Learning
Reinforcement Learning
Time Series Analysis & Forecasting
Causal Inference

Production

Practical Data Science
AI Hardware & Validation
Inference Optimization & Model Serving
- vLLM Quickstart: High-Throughput Model Serving

Developer Tools

AI-Powered Development with VS Code & GitHub Copilot

Impute¶

Plot Gpr Prior Posterior

Plot Iterative Imputer Variants Comparison

Copyright © MIT License 2026, Pavan Mudigonda

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