pybootcamp

Python bootcamp for Health Informatics - Summer 2024

This repository contains code and resources related to the "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow" 3rd edition book by Aurélien Géron.

Chapter 1: The Machine Learning Landscape

Day 1 (05/15/2024) - Deepishka Pemmasani:

Introductions of the participants.
GitHub repos and using Google Colab - https://colab.research.google.com/
What is ML?
When to use ML?
Some use cases of ML in Healthcare.
Supervised vs Unsupervised learning – and other types of ML.
Batch vs online learning.
Instance-Based Versus Model-Based Learning.
Next part: Raajitha Muthyala

TODO before 05/22:

Commit Chapter 1 notebook with improvements to the GitHub repo.
Read remaining part of Chapter 1.

Additional Resources: https://github.com/ageron/handson-ml3

Name		Name	Last commit message	Last commit date
Latest commit History 95 Commits
.gitignore		.gitignore
01_the_machine_learning_landscape_SadmanSazzad.ipynb		01_the_machine_learning_landscape_SadmanSazzad.ipynb
02_end_to_end_machine_learning_project_Harika_part2.ipynb		02_end_to_end_machine_learning_project_Harika_part2.ipynb
CHapter 5_SVM Pooja.ipynb		CHapter 5_SVM Pooja.ipynb
Chapter1_Pooja.ipynb		Chapter1_Pooja.ipynb
Chapter3_Pooja.ipynb		Chapter3_Pooja.ipynb
Chapter4 Linear Regression_Pooja.ipynb		Chapter4 Linear Regression_Pooja.ipynb
Chapter4_chandra.ipynb		Chapter4_chandra.ipynb
Chapter5_Pooja.ipynb		Chapter5_Pooja.ipynb
Chapter_1_Chandra.ipynb		Chapter_1_Chandra.ipynb
Chapter_2 Harika Mareddy.ipynb		Chapter_2 Harika Mareddy.ipynb
Charulata_Chapter_1.ipynb		Charulata_Chapter_1.ipynb
Charulata_Chapter_3.ipynb		Charulata_Chapter_3.ipynb
Charulata_chapter_2.ipynb		Charulata_chapter_2.ipynb
Cherry_Gupta_Chapter1.ipynb		Cherry_Gupta_Chapter1.ipynb
Deepishka-Chapter2.ipynb		Deepishka-Chapter2.ipynb
Deepishka_Chapter2.ipynb		Deepishka_Chapter2.ipynb
Harika_Mareddy_Chapter_1.ipynb		Harika_Mareddy_Chapter_1.ipynb
Mimic.py		Mimic.py
README.md		README.md
Raajitha_Chap1_MIMIC_IV.ipynb		Raajitha_Chap1_MIMIC_IV.ipynb
Raajitha_Chap2_MIMIC_IV.ipynb		Raajitha_Chap2_MIMIC_IV.ipynb
Raajitha_Chapter1.ipynb		Raajitha_Chapter1.ipynb
Raajitha_Chapter_4.ipynb		Raajitha_Chapter_4.ipynb
Raajitha_Statistical_Analysis_(gender_and_los_admission)_.ipynb		Raajitha_Statistical_Analysis_(gender_and_los_admission)_.ipynb
Rupa_Chapter_2.ipynb		Rupa_Chapter_2.ipynb
Rupa_chapter_1.ipynb		Rupa_chapter_1.ipynb
Rupa_chapter_3.ipynb		Rupa_chapter_3.ipynb
Sameer Chapter 1.ipynb		Sameer Chapter 1.ipynb
Sameer_Chapter_1_mimic_dataset_exploration.ipynb		Sameer_Chapter_1_mimic_dataset_exploration.ipynb
Sameer_Chapter_2_Part_2_end_to_end_machine_learning_project.ipynb		Sameer_Chapter_2_Part_2_end_to_end_machine_learning_project.ipynb
Sameer_Chapter_2_end_to_end_machine_learning_project.ipynb		Sameer_Chapter_2_end_to_end_machine_learning_project.ipynb
Sameer_Chapter_2_mimic_end_to_end_ml_project.ipynb		Sameer_Chapter_2_mimic_end_to_end_ml_project.ipynb
Sameer_Chapter_3_classification.ipynb		Sameer_Chapter_3_classification.ipynb
Sameer_Chapter_3_total_classification.ipynb		Sameer_Chapter_3_total_classification.ipynb
Sameer_Chapter_4_training_linear_models.ipynb		Sameer_Chapter_4_training_linear_models.ipynb
Sameer_Statisticaltests_mimicdatavisualization.ipynb		Sameer_Statisticaltests_mimicdatavisualization.ipynb
Sameer_chapter_5_support_vector_machines.ipynb		Sameer_chapter_5_support_vector_machines.ipynb
SharmilaShree_Chap1(modified).ipynb		SharmilaShree_Chap1(modified).ipynb
SharmilaShree_Chapter1_Bootcamp_Machine_Learning_.ipynb		SharmilaShree_Chapter1_Bootcamp_Machine_Learning_.ipynb
Sharmila_mimicdata.ipynb		Sharmila_mimicdata.ipynb
Sharmilachapter2ML.ipynb		Sharmilachapter2ML.ipynb
Subina_Chapter_1.ipynb		Subina_Chapter_1.ipynb
Subina_Chapter_2.ipynb		Subina_Chapter_2.ipynb
Subina_Chapter_3_mimic_iv (1).ipynb		Subina_Chapter_3_mimic_iv (1).ipynb
Subina_Chapter_3_mimic_iv (2).ipynb		Subina_Chapter_3_mimic_iv (2).ipynb
Subina_chapter_1_mimic.ipynb		Subina_chapter_1_mimic.ipynb
Untitled1shruti.ipynb		Untitled1shruti.ipynb
Vaibhav_chap2_1.ipynb		Vaibhav_chap2_1.ipynb
Vaibhav_chapter_1.ipynb		Vaibhav_chapter_1.ipynb
Vaibhav_chaptr_2_part_2.ipynb		Vaibhav_chaptr_2_part_2.ipynb
Yasaswi_chapter_1.ipynb		Yasaswi_chapter_1.ipynb
ch_01_mimic_dataset_exploration.ipynb		ch_01_mimic_dataset_exploration.ipynb
chapter1.ipynb		chapter1.ipynb
chapter_2_chandra.ipynb		chapter_2_chandra.ipynb
chapter_3_chandra.ipynb		chapter_3_chandra.ipynb
mimic_Chapter_1.ipynb		mimic_Chapter_1.ipynb
saptpurk_chapter1.ipynb		saptpurk_chapter1.ipynb
sharmila_CHAP_4_linear_models.ipynb		sharmila_CHAP_4_linear_models.ipynb
sharmila_chap1mimicdatasetexploration.ipynb		sharmila_chap1mimicdatasetexploration.ipynb
sharmila_chap3_classifier.ipynb		sharmila_chap3_classifier.ipynb
sharmila_mimicdatavisualization.ipynb		sharmila_mimicdatavisualization.ipynb
sharmila_regressionmimicpart2.ipynb		sharmila_regressionmimicpart2.ipynb
sharmilachap5_svm.ipynb		sharmilachap5_svm.ipynb
sharmilashree_regression,svm_MIMIC.ipynb		sharmilashree_regression,svm_MIMIC.ipynb
surapureddy-chap2.ipynb		surapureddy-chap2.ipynb
surapureddychap_1.ipynb		surapureddychap_1.ipynb
yesseswini chapter 1.ipynb		yesseswini chapter 1.ipynb
yesseswini chapter2.ipynb		yesseswini chapter2.ipynb
yesseswini_mimic_Chapter_1.ipynb		yesseswini_mimic_Chapter_1.ipynb
yesseswini_mimic_iv_EDA.ipynb		yesseswini_mimic_iv_EDA.ipynb

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