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Foundations to Machine Learning (Oct Nov 2019)

Basic Info

  • Where: ISME-Bangalore
  • When: Oct/Nov 2019
  • Who: Anush Sankaran

My Blog

Think ML - https://goodboyanush.github.io/

Course Overview

Date Topic Slides Notes
11th October, 2019 Intro to ML, Discovering ML Use Cases & ML in Business slides
18th October, 2019 Python- Hands On, Supervised Learning & Regression slides Code Ex 1
Code Ex 2
15th November, 2019 Neural Network - 1, Neural Network -2 (Bias, Variance) & Hands ON slides Code Ex 3
Code Ex 4
22nd November, 2019 Kernel Learning & SVM, Practical Advice for ML projects. slides Code Ex 5
22nd November, 2019 Boosting, Decision Trees, Random Forest, & xgBoost slides Code Ex 6
27th November, 2019 Unsupervised Learning, Clustering & Dimensionality Reduction slides
27th November, 2019 Time Series Data Analysis, Imputation & Prediction Systems slides
27th November, 2019 ML Use Cases from Products & Research slides

Acknowledgement

Multiple references are borrowed from different sources of internet and different other courses, and they have better slides! With huge respects to their slides, hard work, and efforts, I acknowledge them and only makes sense to reuse some part of their slides!

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