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Beginner ⏱ 10 weeks

AI & Machine Learning Starter Path

Career Outcomes: ML Engineer
Data Scientist
AI Application Developer
Research Engineer

Learning Journey

Python for Data Science

NumPy, Pandas, and data manipulation fundamentals.

Statistics & Linear Algebra

Core math concepts for understanding ML algorithms.

Supervised Learning

Regression, classification, and model evaluation.

Deep Learning Intro

Neural networks with TensorFlow/PyTorch.

MLOps & Deployment

Model serving, monitoring, and production pipelines.

Path Resources