Predictive Analytics using Machine Learning
- Provider edX
- Cost Free Online Course (Audit)
- Session Upcoming
- Language English
- Certificate $300 Certificate Available
- Effort 8-10 hours a week
- Duration 6 weeks long
- Learn more about MOOCs
Taken this course? Share your experience with other students. Write review
This course is part of:
Overview
This course will give you an overview of machine learning-based approaches for predictive modelling, including tree-based techniques, support vector machines, and neural networks using Python. These models form the basis of cutting-edge analytics tools that are used for image classification, text and sentiment analysis, and more.
The course contains two case studies: forecasting customer behaviour after a marketing campaign, and flight delay and cancellation predictions.
You will also learn:
- Sampling techniques such as bagging and boosting, which improve robustness and overall predictive power, as well as random forests
- Support vector machines by introducing you to the concept of optimising the separation between classes, before diving into support vector regression
- Neural networks; their topology, the concepts of weights, biases, and kernels, and optimisation techniques
Syllabus
Week 1: Decision trees
Week 2: Random forests and support vector machines
Week 3: Support vector machines
Week 4: Neural networks
Week 5: Neural network estimation and pitfalls
Week 6: Model comparison
Taught by
Help Center
Most commonly asked questions about EdX
Reviews for edX's Predictive Analytics using Machine Learning Based on 0 reviews
- 5 star 0%
- 4 star 0%
- 3 star 0%
- 2 star 0%
- 1 star 0%
Did you take this course? Share your experience with other students.
Write a review
Never Stop Learning!
