/mlcourse_dubai

Repository for ML course in Dubai

Primary LanguageJupyter Notebook

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Open Machine Learning Course in Dubai

Slack Meetup.com Youtube

This is repository with all meterials for ML course in Dubai which is held in spring 2020. The course is orginised with support from Open Data Science community. The course starts on 19th of February. The event will be hold by Hult International Business School. All lectures will be covered by tutors with the practical experience from Reactor, FICO, Deloitte, VISA, American University of Sharjah.

Schedule of Lectures

  1. Introduction, 19.02.2020
  2. Exploratory Data Analysis with Pandas, 25.03.2020
  3. Visual Data Analysis with Python, 01.04.2020
  4. Decision Trees, 08.04.2020
  5. Logistic Regression, 15.04.2020
  6. Ensembles and Random Forest 22.04.2020
  7. Logistic Regression 30.04.2020
  8. Unsupervised Learning: Principal Component Analysis and Clustering 06.05.2020
  9. Gradient Descent and SGD 13.05.2020
  10. Time Series Analysis with Python 20.05.2020
  11. Gradient Boosting and CatBoost 27.05.2020

Video Recordings:

https://bit.ly/3csuc0g

Students ratings

Ratings are updated after each assignment. The link can be found here - https://docs.google.com/spreadsheets/d/1pbfhIyDURLiLWVHZGWAPC_g9l7DHSmQb2v7mrvKzmPc/edit?usp=sharing

Assignments

Assignments are announced in the #mlcourse_dubai channel in ODS Slack team (pinned items). Also, links to fresh assignments are provided in the Readme file of the course repository. Apart from that, you can practice with demo assignments, don’t confuse them with “real” ones

A1. Pandas and data analysis 31.03.2020

A2. Visualization 07.04.2020

A4. Linear Regression 23.04.2020

A5. Kaggle competition #1 30.04.2020

A6. Ensembles, bagging, Random Forest 31.04.2020

A7. Kaggle competition #2 06.06.2020

A8. SGD 26.05.2020

A9.

All deadlines are 23:59 (Dubai time).

Kaggle competitions

  1. Decision Trees and KNN Deadline: 30.04.2020

  2. Genres classification Deadline: 06.06.2020

Community

Our community website with all events

Discussions are held in the #mlcourse_dubai channel of the OpenDataScience (ods.ai) Slack team. Fill in this form to get invitation to the channel