- From www.edx.org
Machine Learning with Python: A Practical Introduction
- Self-paced
- Free Access
- Fee-based Certificate
- 5 Sequences
- Introductive Level
Course details
Syllabus
Module 1 - Introduction to Machine Learning
Applications of Machine Learning
Supervised vs Unsupervised Learning
Python libraries suitable for Machine Learning
Module 2 - Regression
Linear Regression
Non-linear Regression
Model evaluation methods
Module 3 - Classification
K-Nearest Neighbour
Decision Trees
Logistic Regression
Support Vector Machines
Model Evaluation
Module 4 - Unsupervised Learning
K-Means Clustering
Hierarchical Clustering
Density-Based Clustering
Module 5 - Recommender Systems
Content-based recommender systems
Collaborative Filtering
Prerequisite
Instructors
Saeed Aghabozorgi
PhD, Sr. Data Scientist
IBM
Editor
International Business Machines Corporation, known by its acronym IBM, is an American multinational computer hardware, software and services company.
The company was formed on 16 June 1911 from the merger of the Computing Scale Company and the Tabulating Machine Company under the name Computing Tabulating Recording Company (CTR). It changed its name to International Business Machines Corporation on 14 February 1924. It was given the nickname Big Blue in reference to the dark blue colour long associated with the company. In the 1970s and 1980s, IBM was the world's largest market capitalisation.
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