Machine Learning & AI (HYBRID)
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    • Machine Learning / AI (Hybrid)
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  1. Course Information

Machine Learning / AI (Hybrid)

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Last updated 1 month ago

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Course Plan

Day
Date
Topics
Format

Mon

17.03.2025

Course Kick off online Welcome Session + Introduction + Workspace Prep Review of Python, Pandas, NumPy + Matplotlib

Online

Wed

19.03.2025

Review of Python, Pandas, NumPy + Matplotlib

Online

Mon

24.03.2025

ML Intro ML intro, what are models, high-level course overview Feature engineering usage and why its important

Online

Wed

26.03.2025

Lab Class

Online

Mon

31.03.2025

ML Regression Regression types, implement univariate, polynomial, multivariate regression

Online

Wed

02.04.2025

Lab Class

Online

Mon

07.04.2025

ML Regression: Regularization Regression types, implement univariate, polynomial, multivariate regression, Under-/Overfitting, Train/Val/Test Split, Resampling Techniques

Online

Wed

09.04.2025

Lab Class

Online

Mon

14.04.2025

ML Model Prep: Model Preparation and Evaluation Under-/Overfitting, Train/Val/Test Split, Resampling Techniques

Wed

16.04.2025

Lab Class

Online

Mon

21.04.2025

Holiday

Wed

23.04.2025

ML Classification: Classification Theory, Confusion Matrix, ROC

Online

Mon

28.04.2025

ML Classification: Classification Practical implement Logistic Regression, SVM, Random Forest, etc.

Online

Wed

30.04.2025

Lab Class

Online

Mon

05.05.2025

Students mid-Term Feedback Session

Online

Wed

07.05.2025

ML Clustering / DimRed Clustering Techniques, e.g. kmeans, hierarchical clustering, density-based clustering

Online

Mon - Thurs

12.05.2025 - 15.05.2025

Online

Mon

19.05.2025

git OR Dimensionality Reduction Factor Analysis, Principal Component, Intro to Reinforcement Learning

Wed

21.05.2025

Lab Class

Online

Mon

26.05.2025

Final Project Kick Off

Online

Wed

28.05.2025

Project Preparation 1

Online

Mon

02.06.2025

Project Preparation 2

Online

Wed

04.06.2025

Project Preparation 3

Online

Mon

09.06.2025

Holiday

Wed

11.06.2025

Project Preparation 4

Online

Mon

16.06.2025

Project Preparation 5

Online

Wed

18.06.2025

Class Demo Day

Online

⭐️ Help

Reach out to Sevval, your Course Manager, for help via Slack.

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