Book

Machine Learning for OpenCV

Machine learning for OpenCV begins by introducing you to the essential concepts of statistical learning, such as classification and regression. Once all the basics are covered, you will start exploring various algorithms such as decision trees, support vector machines, and Bayesian networks, and learn how to combine them with other OpenCV functionality. As the book progresses, so will your machine learning skills, until you are ready to take on today's hottest topic in the field: Deep Learning. Combined with your having learned to select the right tool for the task, this book will make sure you get comfortable with all relevant machine learning fundamentals.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
12h44m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 12h44m total length

1. A Taste of Machine Learning
2. Working with Data in OpenCV and Python
3. First Steps in Supervised Learning
4. Representing Data and Engineering Features
5. Using Decision Trees to Make a Medical Diagnosis
6. Detecting Pedestrians with Support Vector Machines
7. Implementing a Spam Filter with Bayesian Learning
8. Discovering Hidden Structures with Unsupervised Learning
9. Using Deep Learning to Classify Handwritten Digits
10. Combining Different Algorithms Into an Ensemble
11. Selecting the Right Model with Hyperparameter Tuning
12. Wrapping Up

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