Edin - Predictive Analytics using Machine Learning
- Offered byedX
Predictive Analytics using Machine Learning at edX Overview
Predictive Analytics using Machine Learning
at edX
Learn how to build predictive models using machine learning.
Duration | 38 hours |
Total fee | Free |
Mode of learning | Online |
Schedule type | Self paced |
Difficulty level | Intermediate |
Credential | Certificate |
Predictive Analytics using Machine Learning at edX Highlights
Predictive Analytics using Machine Learning
at edX
- 100% Online-Start instantly and learn at your own schedule.
- Eminent Professor to clear your doubts
- Pursue a Verified Certificate to highlight the knowledge and skills you gain
- Self paced Course
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Predictive Analytics using Machine Learning at edX Course details
Predictive Analytics using Machine Learning
at edX
Skills you will learn
What are the course deliverables?
- In this course you will understand the difference between machine learning and other statistical modelsractice building tree-based models, support vector machines and neural networks
- Implement the theoretic models in machine learning-based software packages in Python
- Apply machine learning models to business situations
- 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
More about this course
- 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.
Predictive Analytics using Machine Learning at edX Curriculum
Predictive Analytics using Machine Learning
at edX
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
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