11/20/22, 11:26 PM Electromyography and Gradient Boosting — Introduction to Data Sciencehttps://pantelis.github.io/data-science/aiml-common/assignments/emg/index.html 1/2Electromyography and...

the pdf file includes all material needed to complete. there are hyperlinks attached inside the pdf file


11/20/22, 11:26 PM Electromyography and Gradient Boosting — Introduction to Data Science https://pantelis.github.io/data-science/aiml-common/assignments/emg/index.html 1/2 Electromyography and Gradient Boosting Contents Background and Documentation (30 points) Coding from scratch using JAX (30 points) EMG Dataset (40 points) In this assignment you will expand on the Gradient Boosting ensemble prediction method you saw in class by coding it from scratch Background and Documentation (30 points) Make sure you go through this, this and this excellent writeups. Summarise the technique including the equations in a markdown file or notebook. Coding from scratch using JAX (30 points) Using libraries from the JAX ecosystem, code gradient boosting from scratch using the clipped cosinusoidal dataset for the classification task. Machine Learning with JAX - From Zero to Hero | Tutorial #1Machine Learning with JAX - From Zero to Hero | Tutorial #1 https://colab.research.google.com/github/lewtun/hepml/blob/master/notebooks/lesson04_intro-to-gradient-boosting.ipynb https://explained.ai/gradient-boosting/ https://www.kaggle.com/code/kashnitsky/topic-10-gradient-boosting/notebook https://www.gormanalysis.com/blog/gradient-boosting-explained/ https://www.kaggle.com/code/kashnitsky/topic-10-gradient-boosting?scriptVersionId=37852307&cellId=15 https://www.youtube.com/watch?v=SstuvS-tVc0 billy Highlight billy Highlight 11/20/22, 11:26 PM Electromyography and Gradient Boosting — Introduction to Data Science https://pantelis.github.io/data-science/aiml-common/assignments/emg/index.html 2/2 EMG Dataset (40 points) Apply your gradient boosting implementation to the EMG dataset - for a demonstration of a similar application see this tutorial Every student that publishes this assignment as a tutorial on their Medium account will receive 5 additional points before the letter course grade is determined at the end of the semester. Link your published article in your github repo README.md file. By Pantelis Monogioudis, Ph.D © Copyright 2022. https://archive.ics.uci.edu/ml/datasets/EMG+Physical+Action+Data+Set https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3885826/ https://medium.com/ http://readme.md/ billy Highlight billy Highlight billy Highlight billy Highlight billy Highlight