Mathew K Analytics

🤖 Learning path · Intermediate

Data Scientist: Statistics & Machine Learning

Learn the statistics behind the models, then build, tune and evaluate the most important machine learning algorithms with scikit-learn — from linear regression to gradient boosting.

  1. 1

    Probability Foundations for Data Analysts | Statistics #1

    Statistics for data analysts · 17 min · 📊 dataset · 🧠 quiz

  2. 2

    The Central Limit Theorem, Finally Explained | Statistics #4

    Statistics for data analysts · 14 min · 📊 dataset · 🧠 quiz

  3. 3

    Hypothesis Testing Fundamentals | Statistics #7

    Statistics for data analysts · 16 min · 📊 dataset · 🧠 quiz

  4. 4

    Simple Linear Regression Explained | Statistics #11

    Statistics for data analysts · 13 min · 📊 dataset · 🧠 quiz

  5. 5

    Linear Regression from Scratch in Python | ML Algorithms #1

    ML algorithms deep dive · 25 min · 📊 dataset · 🧠 quiz

  6. 6

    Logistic Regression for Classification | ML Algorithms #2

    ML algorithms deep dive · 21 min · 📊 dataset · 🧠 quiz

  7. 7

    K-Nearest Neighbours (KNN) Explained | ML Algorithms #3

    ML algorithms deep dive · 20 min · 📊 dataset · 🧠 quiz

  8. 8

    Decision Trees: How They Really Work | ML Algorithms #4

    ML algorithms deep dive · 17 min · 📊 dataset · 🧠 quiz

  9. 9

    Random Forests Explained with Python | ML Algorithms #5

    ML algorithms deep dive · 17 min · 📊 dataset · 🧠 quiz

  10. 10

    Gradient Boosting Explained Step by Step | ML Algorithms #6

    ML algorithms deep dive · 17 min · 📊 dataset · 🧠 quiz

  11. 11

    K-Means Clustering in Python | ML Algorithms #9

    ML algorithms deep dive · 19 min · 📊 dataset · 🧠 quiz

  12. 12

    PCA & Dimensionality Reduction Explained | ML Algorithms #11

    ML algorithms deep dive · 15 min · 📊 dataset · 🧠 quiz

  13. 13

    Scikit-learn Tutorial #6: Pipelines

    Scikit-learn deep dive · 15 min · 🧠 quiz

  14. 14

    Scikit-learn Tutorial #8: Splitting & Cross-Validation

    Scikit-learn deep dive · 15 min · 🧠 quiz

  15. 15

    Scikit-learn Tutorial #10: Classification Metrics

    Scikit-learn deep dive · 15 min · 🧠 quiz

  16. 16

    Comparing Every ML Algorithm: Capstone Project | ML Algorithms #12

    ML algorithms deep dive · 15 min · 📊 dataset · 🧠 quiz