NumPy Mastery for Machine Learning & AI-Beginner to Pro 2025

Job-Ready Skills for the Real World

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Build a strong NumPy foundation for Machine Learning, AI, and Deep Learning

What you will learn

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 Conway’s Game of Life with NumPy arrays to simulate real-world computational models.

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