Artificial Intelligence (AI) & Machine Learning (ML) Roadmap

Step by step guide to becoming an Artificial Intelligence (AI) & Machine Learning (ML) Developer.

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1 Math & Programming Foundations

Mathematics for AI
Python Programming
Data Science Libraries

2 Core Machine Learning

Supervised Learning
Unsupervised Learning
Scikit-Learn
Model Evaluation & Tuning

3 Deep Learning

Neural Network Foundations
Convolutional Neural Networks (CNN)
Recurrent Neural Networks (RNN)

4 Specialized Fields

Natural Language Processing (NLP)
Computer Vision
Reinforcement Learning

5 Generative AI

Large Language Models (LLMs)
Prompt Engineering
Fine-tuning & RAG
Diffusion Models

6 MLOps - Machine Learning Operations

Containerization
Model Serving
CI/CD for ML
Model Monitoring

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