Explore the fundamental differences between NumPy and JAX NumPy in this 15-minute video tutorial that bridges the gap between familiar NumPy operations and JAX's high-performance computing capabilities. Learn how jax.numpy leverages the familiar NumPy API while operating differently under the hood, with a focus on performance gains and design principles that make JAX compelling for machine learning applications. Discover why these architectural differences matter for high-performance computing and how JAX's approach enables significant performance improvements over standard NumPy operations.