NumPy and Matplotlib for beginners!
If you want to learn machine learning, this video is for you! In this video, we will talk about the very basics of NumPy and Matplotlib. Through programming, we will understand row and column vectors, m by m matrices, simple matrix multiplication and 3D plotting in NumPy. This video is targeted at beginners who are completely new to the subject. We will be exploring concepts further in future videos.
Links:
Github Repo: https://github.com/Ryan-ProfProjects/...
Chapters
00:00 Basics of Python
02:40 Introduction to NumPy, Making Vectors, Arrays, and Linspaces
05:06 Basic Matrix Multiplication
09:40 Transposing Vectors
14:00 Row vs Column Vectors
15:23 Introduction to Matplotlib
18:20 Meshgrids for 2D Inputs and 3D Plotting
22:40 Interactive Graphing
26:20 Interesting Outcomes
28:28 2D Plotting
29:20 PyTorch We'll See Later
Machine Learning for Beginners [Part 1]
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