All supplementary material used by me while TA-ing CS3244: Machine Learning

Overview

CS3244-Tutorial-Material

All supplementary material used by me while TA-ing CS3244: Machine Learning at NUS School of Computing.

What is this?

I teach TG-06, the tutorial that takes place every Monday, 1200-1300 in AY21/22 Semester 1. It is fully online this semester.

This repository contains code, figures, and miscelleaneous items that aid me in teaching my class. The main source of reference should be the lecture notes and tutorial questions created by the CS3244 Professors and Teaching Staff.

Official tutorial solutions will be released at the end of every week.

Contents

Here's a list of what I've covered / I'll be covering in my tutorials:

  • T1W3: k-Nearest Neighbours
  • T2W4: Decision Trees
  • T3W5: Linear Models
  • T4W6: Bias-Variance Tradeoff
  • T5W7:
  • T6W8:
  • T7W9:
  • T8W10:
  • T9W11:
  • T10W12:
  • T11W13:

The slides for all my tutorials can be found here.

I have also added a collection of FAQs asked by my students at the end of class, split by the topics covered in this module. You can find it in questions/. It's a growing list so stay tuned for updates added every week.

Contributions

If there are any issues or suggestions, feel free to raise an Issue or PR. All meaningful contributions welcome!

License

MIT

Owner
Rishabh Anand
CS undergrad + ML Research @ NUS • Open-source Jedi • Writer
Rishabh Anand
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Code for the paper "Balancing Training for Multilingual Neural Machine Translation, ACL 2020"

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JDet is Object Detection Framework based on Jittor.

JDet is Object Detection Framework based on Jittor.

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Async API for controlling Hue Lights

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TraND: Transferable Neighborhood Discovery for Unsupervised Cross-domain Gait Recognition.

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BOVText: A Large-Scale, Multidimensional Multilingual Dataset for Video Text Spotting

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Model-based 3D Hand Reconstruction via Self-Supervised Learning, CVPR2021

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QueryDet: Cascaded Sparse Query for Accelerating High-Resolution SmallObject Detection

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Mr.Fire 241 Dec 26, 2022
code for our paper "Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer"

SHOT++ Code for our TPAMI submission "Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer" that is ext

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Implementation of SwinTransformerV2 in TensorFlow.

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Implementations of orthogonal and semi-orthogonal convolutions in the Fourier domain with applications to adversarial robustness

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Code for "Multi-View Multi-Person 3D Pose Estimation with Plane Sweep Stereo"

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