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High-end tech programs focusing exclusively on Machine Learning generally bypass broad computer science basics to focus on specialized mathematical and algorithmic foundations. Mathematical Prerequisites

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: Deep dives into supervised, unsupervised, and reinforcement learning. This includes mastering decision trees, neural networks, and k-nearest neighbors. Practical Frameworks : Hands-on experience with industry-standard libraries like PyTorch, TensorFlow, and Scikit-learn The ML Lifecycle