Machine Learning

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List of Machine Learning Articles:

Neural Network

• Introduction to Artificial Neural Network
• Activation Functions
• Multi-Layer Perceptron Neural Network using Python
• Backpropagation Neural Network using Python

Classification Techniques

• Understanding Logistic Regression and Building Model in Python
• Naive Bayes Classification using Scikit-learn
• Support Vector Machine Classification in Scikit-learn
• KNN Classification using Scikit-learn
• Decision Tree Classification in Python

Recommender Systems

• Spotify Song Recommender System in Python
• Building Movie Recommender System using Text Similarity
• Book Recommender System using KNN
• Recommendation System for Streaming Platforms

Ensemble Techniques

• Introduction to Ensemble Techniques: Bagging and Boosting
• Understanding Random Forest Classification and Building a Model in Python
• AdaBoost Classifier in Python
• XGBoost Algorithm using Python

Dimensionality Reduction

• Dimensionality Reduction using tSNE
• Dimensionality Reduction using PCA
• Introduction to Factor Analysis in Python

Cluster Analysis

• Introduction to Cluster Analysis
• K-Means Clustering
• DBSCAN Clustering
• Spectral Clustering
• Agglomerative Clustering
• Evaluating Clustering Methods

Other Articles

• Grid Search in Scikit-learn
• Cross-Validation in Scikit-learn
• Feature Scaling: MinMax, Standard, and Robust Scaler
• Outlier Detection using Isolation Forests