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Machine Learning for All
Beginner
Online
2 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | Coursera |
The Syllabus
Videos
- Introduction : Computers that see
- Artificial intelligence
- Machine learning
- Machine learning algorithms
- Interview with Machine Learning Experts
- Summary
Readings
- Welcome to Machine Learning for All
- Machine learning exercise
Practice Exercises
- Computers that see
- Alpha Go
- Machine Learning Summative Quiz
Videos
- The bit
- Bytes and numbers
- Other types of data
- Introduction to Data Features
- Data features
- Neural networks
- Interview: Data Features
Practice Exercises
- Bag of Words
- Data Features Summative Quiz
Videos
- Introduction to Machine Learning in practice
- Testing
- Problems with machine learning
- Applications of machine learning
- Dangers of machine learning
- Interview: Benefits and Dangers of Machine Learning
Readings
- Trying different datasets
- Evaluating the four datasets
- Further Reading
Practice Exercise
- Machine Learning in Practice Summative Quiz
Videos
- Introduction: Collecting your own dataset
- Collecting a dataset
- Interview: Advice for your first Machine Learning Project
- Summary
Readings
- Collecting a dataset
- What's next?
Practice Exercise
- Preparing for your machine learning project