ACC101

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 Р7:30pm 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