Introduction to Machine Learning course with Python
This is an "Introduction to Machine Learning Course with Python". This course is prepared and recorded by Zeyad Hailat, Ph.D.
The files for the examples are available above.
For the Theory part of the course, feel free to refer to the recordings of the video lectures here.
Python for Machine Learning and Data Science
Part 01 - Anaconda and Python for Machine Learning.
YouTube Video
Part 02 - Python Quick Tutorial - Pandas and Data preprocessing
YouTube Video
Part 03 - Linear Regression with Python
YouTube Video
Part 04 - Logistic Regression with Python
YouTube Video
Part 05 - Constructing a Neural Network Models - Regression model with Python (Tensorflow & Keras)
YouTube Video
Part 06 - Constructing a Binary Classifier Using Neural Network with Python (Tensorflow & Keras)
YouTube Video
Part 07 - Constructing a Multi-Class Classifier Using Neural Network with Python (Tensorflow & Keras)
YouTube Video
Part 08 - Constructing a Binary Classifier Using SVM with Python
YouTube Video
Part 09 - Constructing Multi-Class Classifier Using SVM with Python
YouTube Video
Part 10 - Dimensionality Reduction - Principal Component Analysis using Python
YouTube Video
Part 11 - Unsupervised Learning - K-Means Clustering with Python
YouTube Video
Please feel free to contact the author for any comments/suggestions/feedback.
https://www.linkedin.com/in/zmhailat/