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likhitha manikonda
likhitha manikonda

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๐Ÿค–๐Ÿ“ŠMy Machine Learning Journey๐Ÿง ๐Ÿ“ˆ๐Ÿ’ก

Welcome to my Machine Learning journey! Here's a categorized list of all my published and upcoming articles:

๐Ÿง  Supervised Learning Algorithms

Models trained on labeled data โ€” where inputs are paired with known outputs.

๐Ÿ“˜ Foundations

  1. Machine Learning Basics
  2. Types of Machine Learning Algorithms
  3. Classification of Machine Learning Algorithms

๐Ÿ“ Regression

  1. Linear Regression Algorithm
  2. How to Check if Linear Regression Works for Your Dataset
  3. Ridge Regression and Lasso Regression

๐Ÿ”ข Classification

  1. Logistic Regression Algorithm
  2. How to Check if Logistic Regression Works for Your Dataset
  3. Decision Trees Algorithm
  4. How to Check if Decision Trees Work for Your Dataset
  5. Random Forest Algorithm
  6. How to Check if Random Forests Work for Your Dataset

๐Ÿงญ Strategy & Evaluation

  1. Choosing the Right Machine Learning Algorithm
  2. How to Know if Your Data is Linear, Non-Linear, or Complex
  3. How to Evaluate ML Models Step by Step

๐Ÿงฉ Unsupervised Learning Algorithms

Models that find patterns in unlabeled data โ€” no predefined outputs.

๐Ÿ” 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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