Machine Learning Algorithms with Python

All Machine Learning Algorithms Explained with Python.

In this article, I will take you through an explanation and implementation of all Machine Learning algorithms with Python programming language. 

Machine learning algorithms are a set of instructions for a computer on how to interact with, manipulate, and transform data. There are so many types of machine learning algorithms. Selecting the right algorithm is both science and art.

All Machine Learning Algorithms with Python

  1. BIRCH Clustering
  2. Neural Networks Tutorial
  3. PyCaret
  4. Scikit-learn Tutorial
  5. Streamlit Tutorial
  6. DBSCAN Clustering
  7. Naive Bayes
  8. Passive Aggressive Classifier
  9. Gradient Boosting (Used in implementing the Instagram Algorithm)
  10. Logistic Regression
  11. Linear Regression
  12. K-Means Clustering
  13. Dimensionality Reduction
  14. Principal Component Analysis
  15. Automatic EDA
  16. Feature Scaling
  17. Apriori Algorithm
  18. K Nearest Neighbor
  19. CatBoost
  20. SMOTE
  21. Hypothesis Testing (Commonly used in Outlier Detection)
  22. Content-Based Filtering
  23. Collaborative Filtering
  24. Cosine Similarity
  25. Tf-Idf Vectorization
  26. Cross-Validation
  27. Confusion Matrix
  28. 4 Graph Algorithms (Connected Components, Shortest Path, Pagerank, Centrality Measures)
  29. Ridge and Lasso Regression
  30. StandardScaler
  31. SARIMA
  32. ARIMA
  33. XGBoost Algorithm
  34. Long Short Term Memory (LSTM)
  35. One Hot Encoding
  36. Bidirectional Encoder Representations from Transformers (BERT)
  37. Facebook Prophet
  38. NeuralProphet
  39. AdaBoost Algorithm
  40. Random Forest Algorithm
  41. H2O AutoML
  42. Polynomial Regression
  43. Gradient Descent Algorithm
  44. Grid Search Algorithm
  45. Manifold Learning
  46. Decision Trees
  47. Support Vector Machines
  48. Neural Networks
  49. FastAI
  50. LightGBM
  51. Pyforest Tutorial

All the above algorithms are explained properly by using the python programming language. These were the common and most used machine learning algorithms. We will update this article with more algorithms soon. I hope you liked this article on all machine learning algorithms with Python programming language. Feel free to ask your valuable questions in the comments section below.

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Aman Kharwal

Coder with the ❤️ of a Writer || Data Scientist | Solopreneur | Founder

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