Data_Science_Showcase

Demos of various data science projects I completed - August 2023 to present.

Contains Projects:

Module 2 (No show Linear Prediction)

Module 3 (Covariance and Correlation)

Module 4 (Visualizing correlation with Pyplot and Seaborn)

Module 6 (Using Linear regression to predict the likelihood of a patient developing diabetes)

Module 7 (Using Logistic regression to predict creditworthiness)

Module 8 (Using collaborative filtering to improve out-of-sample R^2)

Module 14 (CART Regression - Improving model's predictive performance with pruning)

Module 15 (Applying XGBoost to the diabetes prediction problem)

Module 18 (Binary classification of ECG data using Keras with Binary & Relu activation)

Module 19 (Using a convolutional neural network to create a basic image classifier)

Module 20 (Sentiment Analysis using deep learning on IMBD reviews)

Module 21 (Natural Language Processing / Deep Learning using an encoder model on airline review data)

Sector Indices Stock Analysis(Data Visualization Project) Visualizing correlation with Stock Sector Indices.

Updated Sector Indices Analysis - Analyzing daily returns

Helpful Functions for Portfolio Risk Management

Name		Name	Last commit message	Last commit date
Latest commit History 20 Commits
All returns.csv		All returns.csv
Amusment_Park_Attendance.csv		Amusment_Park_Attendance.csv
EfficientFrontierPortfolios.csv		EfficientFrontierPortfolios.csv
FamaFrenchFactors.csv		FamaFrenchFactors.csv
HODL.py		HODL.py
MSFTPrices.csv		MSFTPrices.csv
Module 15.ipynb		Module 15.ipynb
Module14.ipynb		Module14.ipynb
Module18.ipynb		Module18.ipynb
Module19.ipynb		Module19.ipynb
Module2.ipynb		Module2.ipynb
Module20.ipynb		Module20.ipynb
Module21.ipynb		Module21.ipynb
Module3Assignment.ipynb		Module3Assignment.ipynb
Module6.ipynb		Module6.ipynb
Module7.ipynb		Module7.ipynb
Module8.ipynb		Module8.ipynb
Portfolio Risk Management - Helpful functions.ipynb		Portfolio Risk Management - Helpful functions.ipynb
README.md		README.md
Sector Indices Stock Analysis.ipynb		Sector Indices Stock Analysis.ipynb
Sector_Indices_Normalized.csv		Sector_Indices_Normalized.csv
USO.csv		USO.csv
Updated Sector Indices Analysis - Analyzing daily returns		Updated Sector Indices Analysis - Analyzing daily returns
atis_test_data.csv		atis_test_data.csv
atis_train_data.csv		atis_train_data.csv
autoSurvey.csv		autoSurvey.csv
data.csv		data.csv
diabetes.csv		diabetes.csv
functionsCF.py		functionsCF.py
jester-data-3.csv		jester-data-3.csv
loans.csv		loans.csv
soft_impute.py		soft_impute.py

Navigation Menu