Welcome to my Machine Learning journey! Here's a categorized list of all my published and upcoming articles:
๐ง Supervised Learning Algorithms
Models trained on labeled data โ where inputs are paired with known outputs.
๐ Foundations
- Machine Learning Basics
- Types of Machine Learning Algorithms
- Classification of Machine Learning Algorithms
๐ Regression
- Linear Regression Algorithm
- How to Check if Linear Regression Works for Your Dataset
- Ridge Regression and Lasso Regression
๐ข Classification
- Logistic Regression Algorithm
- How to Check if Logistic Regression Works for Your Dataset
- Decision Trees Algorithm
- How to Check if Decision Trees Work for Your Dataset
- Random Forest Algorithm
- How to Check if Random Forests Work for Your Dataset
๐งญ Strategy & Evaluation
- Choosing the Right Machine Learning Algorithm
- How to Know if Your Data is Linear, Non-Linear, or Complex
- How to Evaluate ML Models Step by Step
๐งฉ Unsupervised Learning Algorithms
Models that find patterns in unlabeled data โ no predefined outputs.
๐ Clustering & Dimensionality Reduction
- K-Means Clustering (Coming Soon)
- Hierarchical Clustering (Coming Soon)
- DBSCAN (Coming Soon)
- Principal Component Analysis (PCA) (Coming Soon)
- Autoencoders (Coming Soon)
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