Machine Learning with Python Certification

freeCodeCamp's Machine Learning certification is built in partnership with TensorFlow and uses TensorFlow 2.x as the primary framework. It covers core neural network concepts (dense layers, convolutional networks, recurrent networks), natural language processing, reinforcement learning basics, and model evaluation — structured around video content developed with input from MIT.

Five certification projects include building a neural network book recommendation system, an SMS spam classifier, and a rock-paper-scissors playing neural network. It occupies the middle ground between the conceptual (Andrew Ng's ML Specialization) and the advanced (Stanford CS231n or CS224n) — a practical, free, project-grounded TensorFlow introduction.