Africa Data School & Microsoft Curriculum

Level

Beginner

Method

Lecture, Online

If you’re an ICT professional who is looking to progress into machine learning and data science, or a graduate with statistical or programming background, this is a course fit for you.

Provided by the Africa Data School, this programme is available by distance learning, allowing you to study even when you cannot make it to class.

Time	Place	Date Range	Instructor
5:30pm – 7:30pm	MEST Pinetree plaza	12 Weeks	John Muciri

Time	Place	Date Range	Instructor
5:30pm – 7:30pm Mon,Tue,Thur	Online	12 Weeks	Andrew Kurgat

Week 1 - Introduction

Introduction to AI and ML

Kaggle Project

Introduction to Machine learning Pipeline

Week 2 - Data Analysis

Python Crush Course

Numpy

Pandas

Week 3 - Data Visualization

Matplotlib

Seaborn

Panda visual

Week 4 - Advanced data visualization

Plotly

Geographical Plot & Map Box

Dash

Week 5 - Supervised machine learning

Linear Regression

Logistic Regression

Support Vector Machine

Week 6 - Supervised and Unsupervised Machine learning

Decison tree

Ensemble Models

Clustering

Week 7 - PCA and Deployment

Dimensionality reduction

Model deployment part 1

Model deployment part 2

Week 8 - Azure AI Engineer

Introduction to AI on Azure
Publish a Machine learning experiment

Process and translate speech with Azure cognitive speech services

Week 9 - Azure AI Engineer

Process and classify images with the azure Cognitive vision services
Evaluate text with Azure cognitive language Services
Create Intelligent Bots with Azure Bot Service

Week 10 - Feature Engineerig & Selection

Feature Engineering
Feature Selection

Advanced ML Pipeline

Week 11 - Project

Project 1
Project 2

Project 3

Week 12 - Project

Project 4
Project 5

Project closing