- ML-Quant.com - Automated Research Repository
A series looking at implementing python solutions to solve practical business problems. Share your own projects on this subreddit, r/datascienceproject. Every week we will look at hand picked businenss solutions. See the following google drive for all the code and github for all the data. If you follow the LinkedIn page, you would be able to see the lastest developments.
All projects are of intermediate to advanced difficulty and the projects are not presented in any particular order; nothing stops you from starting at week six for example.
Week 1/52: Bike Share Business Case - Google Colab
Outlier Analysis, Model Selection, Missing Values, Descriptive Statistics
Week 2/52: Reuters Author NLP - Google Colab
Process Text, pyLDAvis, Word Embeddings, Text Evaluation, fuzzywuzzy
Week 3/52: Customer Lifetime Value - Google Colab
RFM Analysis, Pareto Model, NDB Model, Gamma-Gamma Model, CLV Model, Constraint Programming
Week 4/52: Customer Segmentation - Google Colab
Radar, Silhouette, PCA, Grouping, Invoices, Inventory, Datatable, Basket,
Week 5/52: Customer Visits - Google Colab
Week, EDA, Simulated, Prediction, Dummy Variable
Week 6/52: Demand Forecasting - Google Colab
Neural Network, Sales, Relu, LSTM, CNN, Evaluation
Week 7/52: AirBnB Sydney Rent Evaluation - Google Colab
Full Pipeline, Random Forest, Visualisation, Grid Search, Confidence Interval
Week 8/52: Portfolio Optimisation - Google Colab
Efficient Frontier, Stocks, Modern Portfolio Theory, Pivot, Simulations, Minimum Volatility, Sharpe Ratio
Week 9/52: Economic Analysis - Google Colab
GDP, Life Satisfaction, Linear Regression Plots, Prediction Model
Week 10/52: Loan Classification - Google Colab
Default, Credit Scores, Visualisations, Data Cleaning, ROC Curves, Multi-class Classification
Week 11/52: Venture Capital - Google Colab
Capital Allocation, Decision Trees, Acquisitions, Investment
Week 12/52: Bankruptcy Prediction - Google Colab
Voting Classifiers, Bagging Ensembles, SMOTE, XGBoost, Cross-validation
Week 13/52: HR Analytics - Google Colab
OSEMN, Bagging Ensembles, AUC, Model Comparison, ROC Graph, Feature Importance Graph