In this 2-day workshop, you will be introduced to Machine Learning using Python. You will learn about the various libraries used in Python for machine learning, as well as the fundamental principles of some common machine learning algorithms.
Structure:
What is Machine Learning?
Types of Machine Learning Algorithms
Classification
Anomaly Detection
Regression
Clustering
Reinforced Learning
What is Predictive Analytics?
Introduction to Machine Learning using Python
Using Machine Learning Algorithms in Python
Linear Regression
Logistics Regression
Naïve Bayes
Decision Tree
Random Forest
Support Vector Machine
K-Nearest Neighbours (KNN)
K-Means
Projects
Predicting student performance
Detecting cancer
And more…
Prerequisites
Basic programming experience
Understanding of basic object-oriented programming concepts