Build a strong NumPy foundation for Machine Learning, AI, and Deep Learning
What you will learn
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Create, manipulate, and transform NumPy arrays using slicing, indexing, broadcasting, and vectorization to handle data efficiently.
Apply mathematical, statistical, and linear algebra operations in NumPy and use them as a foundation for Machine Learning and AI.
Debug and interpret professional NumPy code written in libraries like SciPy, Pandas, and PyTorch.
Implement a 2D convolution from scratch in NumPy, gaining a foundation for computer vision and deep learning.
Build and animate Conwayβs Game of Life with NumPy arrays to simulate real-world computational models.
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