About this Course

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Intermediate Level

Basic experience with binary classification models, statistics and Python

Approx. 19 hours to complete
English

What you will learn

  • Estimating ML models financial impact for binary classification models

  • Design and evaluation of A/B tests

  • Reject inference

Skills you will gain

Model financial impactMetalearningA/B TestingBenefit curve analysis
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Intermediate Level

Basic experience with binary classification models, statistics and Python

Approx. 19 hours to complete
English

Offered by

Placeholder

National Research University Higher School of Economics

Syllabus - What you will learn from this course

Week
1

Week 1

2 hours to complete

Project valuation: valuation metrics, planning and rules

2 hours to complete
5 videos (Total 40 min), 1 reading, 1 quiz
5 videos
Project valuation: NPV and other valuation criteria10m
Valuation planning11m
Expenses and income sources7m
Practice: Project valuation9m
1 reading
Presentation: Project valuation10m
1 practice exercise
Project valuation1h
Week
2

Week 2

6 hours to complete

Model quality and decision making. Benefit curve

6 hours to complete
7 videos (Total 57 min), 1 reading, 3 quizzes
7 videos
Benefit curves7m
Benefit curve and model quality metrics10m
Functional threshold decisions3m
Increment based threshold decisions6m
Practice: Benefit curve (credit)8m
Practice: Increment based threshold decisions (response)11m
1 reading
Presentation: Model quality and decision making10m
1 practice exercise
Benefit curve30m
Week
3

Week 3

4 hours to complete

Estimating model risk discounts

4 hours to complete
6 videos (Total 26 min), 1 reading, 2 quizzes
6 videos
Consideration of model risk in income assessment2m
Methods of assessing model quality degradation over time3m
Calculation of model risk3m
Practice: Model risk (credit)9m
Practice: Model quality degradation (response)4m
1 reading
Presentation: Model risk10m
1 practice exercise
Model risk30m
Week
4

Week 4

4 hours to complete

A/B testing and financial result verification

4 hours to complete
6 videos (Total 35 min), 1 reading, 2 quizzes
6 videos
5 principles of A/B testing4m
Preparing an A/B test6m
Randomization checking7m
Evaluation of A/B testing results7m
Practice: A/B testing4m
1 reading
Presentation: A/B testing10m
1 practice exercise
A/B testing30m

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