About this Course

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Shareable Certificate
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Advanced Level
Approx. 54 hours to complete
English

Skills you will gain

  • Data Analysis
  • Feature Extraction
  • Feature Engineering
  • Xgboost
Flexible deadlines
Reset deadlines in accordance to your schedule.
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Advanced Level
Approx. 54 hours to complete
English

Offered by

Placeholder

HSE University

Syllabus - What you will learn from this course

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Week
1

Week 1

8 hours to complete

Introduction & Recap

8 hours to complete
9 videos (Total 48 min), 9 readings, 6 quizzes
4 hours to complete

Feature Preprocessing and Generation with Respect to Models

4 hours to complete
7 videos (Total 73 min), 4 readings, 4 quizzes
1 hour to complete

Final Project Description

1 hour to complete
1 video (Total 4 min), 2 readings
Week
2

Week 2

2 hours to complete

Exploratory Data Analysis

2 hours to complete
8 videos (Total 80 min), 2 readings, 1 quiz
2 hours to complete

Validation

2 hours to complete
4 videos (Total 51 min), 3 readings, 2 quizzes
5 hours to complete

Data Leakages

5 hours to complete
3 videos (Total 26 min), 3 readings, 3 quizzes
Week
3

Week 3

3 hours to complete

Metrics Optimization

3 hours to complete
8 videos (Total 83 min), 3 readings, 2 quizzes
4 hours to complete

Advanced Feature Engineering I

4 hours to complete
3 videos (Total 27 min), 2 readings, 2 quizzes
Week
4

Week 4

3 hours to complete

Hyperparameter Optimization

3 hours to complete
6 videos (Total 86 min), 4 readings, 2 quizzes
4 hours to complete

Advanced feature engineering II

4 hours to complete
4 videos (Total 22 min), 2 readings, 2 quizzes
10 hours to complete

Ensembling

10 hours to complete
8 videos (Total 92 min), 4 readings, 4 quizzes

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About the Advanced Machine Learning Specialization

Advanced Machine Learning

Frequently Asked Questions

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