Machine Learning Specialization (Stanford / Coursera) is the definitive entry into AI, with Andrew Ng's updated curriculum including 80% more Python labs than the 2021 version. It is cheaper than the typical rival's specialization at $0 per audit, yet offers 3 times the practical assignments of the average MOOC. This course directly competes with #1's programming focus by adding 15 hours of neural network theory.

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