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Featured Case Studies
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Python Data Science for Real Estate & REIT Amsterdam: (Auto) EDA, NLP, Maps & ML
The Amsterdam real estate market has experienced a significant resurgence, with property prices increasing by double digits annually since 2013. Data science is being used to analyze the city’s housing and rental markets, revealing insights on the impact of Airbnb and empowering communities with the necessary information. Comprehensive data analysis and machine learning techniques are…
Titanic Benchmark Hypothesis Testing in Disaster Risk Management: (Auto)EDA, ML, HPO & SHAP
This project aims to apply the Titanic benchmark to hypothesis testing in disaster risk management. Using the Titanic dataset on Kaggle, a Machine Learning (ML) analysis was performed to determine the statistical significance relation between a person’s death and their passenger class, age, sex, and port of embarkation. The project involved comprehensive ML pipeline implementation…
Walmart Weekly Sales Time Series Forecasting using SARIMAX & ML Models
The blog post delves into Time Series Forecasting (TSF), using SARIMAX and Supervised Machine Learning algorithms to predict Walmart’s weekly store sales. Factors affecting sales are investigated for strategies to increase revenues. The study additionally covers data preparation, feature correlation analysis, SARIMAX diagnostics, and the training of supervised ML models like Linear Regression, Random Forest,…
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2023 Year in Review
What’s Hot 2023
- Unsupervised ML Clustering, Customer Segmentation, Cohort, Market Basket, Bank Churn, CRM, ABC & RFM Analysis – A Comprehensive Guide in Python
- Early Heart Attack Prediction using ECG Autoencoder and 19 ML/AI Models with Test Performance QC Comparisons
- An Interactive GPT Index and DeepLake Interface – 1. Amazon Financial Statements
- Advanced Integrated Data Visualization (AIDV) in Python – 2. Dabl Auto EDA & ML
- 90% ACC Diabetes-2 ML Binary Classifier
- The Power of AIHealth: Comparison of 12 ML Breast Cancer Classification Models
- SARIMAX X-Validation of EIA Crude Oil Prices Forecast in 2023 – 2. Brent
- Applying a Risk-Aware Portfolio Rebalancing Strategy to ETF, Energy, Pharma, and Aerospace/Defense Stocks in 2023
- Using AI/ANN AUC>90% for Early Diagnosis of Cardiovascular Disease (CVD)
Popular Tutorials
- Practical SQL Queries, Cheat Sheets, and Interview Q&A for Data Scientists
- Power BI for Data Scientists
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License:
Our Python software has been released under the Apache 2.0 open source license.
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