Machine Learning Engineering
Learn Programming
Python
Learn Math & Statistics
Linear Algebra
Calculus
Probability and Statistics
Learn ML Fundamentals
Supervised Learning
Unsupervised Learning
Model Evaluation
Learn Deep Learning
Neural Networks
CNNs, RNNs, Transformers
Learn ML Libraries & Frameworks
Scikit-learn
TensorFlow or PyTorch
Keras
Learn Data Handling
Data Collection & Cleaning
Feature Engineering
Learn Deployment
Cloud Platforms (AWS, GCP, Azure)
Docker
Learn MLOps
Experiment Tracking
Model Versioning
Monitoring