Title | Description | Link |
---|---|---|
zaps | low-code Python wrapper for EDA | repo, docs |
Title | Description | Link |
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Fighting Fire with Data | Predicting Wildfire burned area in different locations across Zimbabwe | leaderboard, code |
All of Natural Language Processing | Semantic Search using pre-trained MPNET model for matching questions to their correct answers | leaderboard, code |
All of Machine learning | The different methods to calculate Linear regression coefficients | code |
Mixed Naive Bayes Algorithm | Implementing Naive Bayes algorithm from scratch in Python; A single model for both Categorical & Numeric data | vid, code |
Identifying and Measuring Risk | Learn about Probability distributions; performing risk assessment and Monte Carlo simulation in Python | vid, code |
Exploratory Data Analysis Tutorial | Step by step Exploratory Data Analysis tutorial | vid, code |
Regression Linear Algebra POV | How Linear Regression Model works and the Mathematics behind it | vid, code |
Statistics For Machine learning | Apply Statistical Inference (Frequentist), test assumptions and draw conclusions | vid, code |
Assessing Machine Learning Models | Exploring several classification metrics and related interpretations | vid - Accuracy, vid - Recall, vid - Precision, vid - Confusion Matrix, code |
Beyond Modeling | Example for deploying Machine Learning models using Flask | code |
Natural Language Processing for Fraud Investigations | Processing Emails for leads that would be helpful in a Fraud Investigation - Real Case Study using public data | code |
Data Visualization | Collection of different data visualization techniques using Seaborn and Matplotlib modules | code |