NumPy | Python Basics for Machine Learning

#machinelearning #python #basics #numpy
Python Basics for Machine Learning is all about frameworks, libraries and tools that are used frequently in the space of Machine Learning. In today's video we will talk about numpy, a powerful scientific computing library.

00:00 Introduction
01:13 Why NumPy?
03:35 Let's dive into code!
04:00 List Access in Python
05:35 Convert Lists to NumPy Arrays
06:00 NumPy Array Access
07:25 NumPy Array Initialization
09:50 NumPy Array Data Type
11:05 Basic Computations
11:35 Scalar Product
12:10 Transpose & Reshaping
13:15 Shapes
14:00 Matrix-Vector Product
14:55 Be careful!
16:25 Vector-Matrix Product
16:45 Stacking
17:35 Axis & Aggregation
19:35 Geometric Functions
20:00 Statistical Functions
21:55 L-Norms
23:35 Final Remarks & Your Ideas

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