Machine Learning with Python

Learn how to use Java for machine learning and statistical learning.

Machine Learning with Python

Learn how to use Java for machine learning and statistical learning.
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About the Class

This is a bite-size course to learn Python programming for machine learning and statistical learning. In the CRISP-DM data mining process, machine learning is at the modeling and evaluation stage.

What will you learn in this course?

You will learn Python programming for machine learning. You will be able to train your own prediction models with Naive Bayes, decision tree, KNN, neural network, linear regression, and evaluate your models very soon after learning the course.

I will create applied statistics using Python for data understanding stage and advanced data visualizations for the data understanding stage and includes some data processing for the data preparation stage in the future.

Content

  1. Getting Started
  2. Getting Started
  3. Getting Started 3
  4. Getting Started 4
  5. Data Mining Process
  6. Download Data Set
  7. Read Data Set
  8. Simple Linear Regression
  9. Build Linear Regression Models: Train and Test Set
  10. Build and Predict Linear Regression Models
  11. KMeans Clustering
  12. KMeans Clustering in Python
  13. Agglomeration Clustering
  14. Agglomeration Clustering in Python
  15. Decision Tree ID3 Algorithm
  16. Decision Tree in Python
  17. KNN Classification
  18. KNN in Python
  19. Naive Bayes Classification
  20. Naive Bayes in Python
  21. Neural Network Classification
  22. Neural Network in Python
  23. What Algorithm to Use?
  24. Model Evaluation
  25. Model Evaluation using Python for Classification
  26. Model Evaluation using Python for Regression

Author

Svbook Pte Ltd

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SVBook Pte. Ltd. started in April 2016. SVBook Pte. Ltd. offers affordable, easy to read Data Mining, Text Mining, Data Analytics, Programming books for professional and lifelong learning. SVBook Pte. Ltd. offers courses at EMHAcademy. SVBook Pte. Ltd. developed softwares over the time, and uploaded them at DSTK.Tech. SVBook Pte. Ltd. courses,...

Class Requirements

You should have a basic knowledge of Python programming.

What's Included

Language: English
Level: Beginner
Skills: Python, Machine Learning, Programming, Statistical Learning, Python Programming
Age groups: 25-34 years
Duration: 1 hour 41 minutes
26 Videos
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