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e5a7ab7 · Feb 21, 2019

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1.1.MachineLearning

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Machine Learning

Classifying dog breeds and predicting their age.

Learn

  • Linear Regression, Logistic Regression, KNN and Decision Trees
  • Hyperparameter tuning
  • Cross-Validation
  • Model Evaluation

Classify author

Learn

  • SVM
  • Hyperparameter (GridSearch)
  • Clustering ( K-Means, DBScan and Hierarchical Clustering)
  • Clustering evaluation
  • Dimensionality Reduction (PCA)
  • Process text (Bag of Words, TF-IDF )

Recognize images with three-digit numbers and learn to add them

Learn

  • Convolutions and filters
  • Data generators
  • LSTM
  • Training plots
  • Network evaluation