Business Matter → Business Understanding → Data Collect → Data Cleanup → Data Exploration
- Simulate a business problem, identify the root cause of this problem, collect data, handle data, raise Hypotheses about business behavior, conduct exploratory data analysis to validate hypotheses, write the insights and your project solution proposal.
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Detecting Fraud in Online Reviews - ⏳ In progress
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Detecting Signs of Depression in Social Media Posts - ⏳ In progress
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Developing a Recommender System for Sustainable Products - ⏳ In progress
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Detecting Bad Health in Pacients - ⏳ In progress
Data Collect → Data Cleanup → Data Exploration
- Collect data from external sources (web scraping), save data to a local database, update data with frequency, clean data and explore data.
- Web Scraping and Data Management for a Real Estate Database - ⏳ In progress
Data Collect → Data Cleanup → Data Exploration → Data modeling → Machine Learning Algorithms → Algorithm Evaluation
- Choose data close to the real, cleaning, exploration, modeling, apply ML Algorithms, evaluate model performance using business metrics
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Predicting Customer Churn for a Telecommunications Company - ⏳ In progress
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Credit Risk Prediction for a Financial Institution - ⏳ In progress
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Sentiment Analysis for Financial News - ⏳ In progress
Data Collect → Data Cleanup → Data Exploration → Data modeling → Machine Learning Algorithms → Algorithm Evaluation → Production Model
- Collect, clean and explore a data set, model, apply and evaluate the performance of models, publish the model in production
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Fall Detection System - ⏳ In progress
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Heart Disease Prediction - ⏳ In progress
Business Matter → Business Understanding → Data Collect → Data Cleanup → Data Exploration → Data modeling → Machine Learning Algorithms → Algorithm Evaluation → Production Model
- Network Intrusion Detection using Machine Learning - ⏳ In progress