Machine Learning

by jit_admin | Jan 14, 2021

Course Overview

This course is intended for anybody hoping to use data for action. Perhaps you already know a bit about machine learning, but have never used python; or perhaps you know a little about Python, but are new to machine learning. In any case, this course will get you up and running quickly. It would be helpful to have a bit of familiarity with basic maths and programming concepts, but no prior experience is required. All you need is curiosity.

Course Information

Estimated Time: 6 Months

Difficulty: Advanced

Categories: Technology

Course Instructor

Instructor

Applicant should have knowledge of python programming

Registration Fee

GH₵1,000.00

per month for 5 total payments

1 month of access

Module 1
- Quick Start
- Basic Objects
- Managing Your Workspace
- Basic Expressions
Module 2
- Working with Basic Objects
- Working with Strings
- Working with Data
- Inside Python
Module 3
- Metaprogramming
- Object-Oriented Programming
- Working with Databases
- Introducing Machine Learning
Module 4
- Managing and Understanding Data
- Lazy Learning – Classification Using Nearest Neighbors
- Probabilistic Learning – Classification Using Naive Bayes
- Divide and Conquer – Classification Using Decision Trees and Rules
Module 5
- Forecasting Numeric Data – Regression Methods
- Black Box Methods – Neural Networks and Support Vector Machines
- Finding Patterns – Market Basket Analysis Using Association Rules
- Finding Groups of Data – Clustering with k-means
Module 6
- Evaluating Model Performance
- Improving Model Performance
- Specialized Machine Learning Topics