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  • Cuisine Starlight
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  • Make a reservation
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Table of Contents

Preprocessing

  • Preprocessing
  • Preprocessing tips database
  • EDA Ames housing set
  • Ames Housing Feature Engineering
  • Ames Housing Feature Selection
  • Ames Housing Model Training
  • Ames Housing Scoring New Data
  • Feature Engineering with Open-Source
  • Titanic preprocessing
  • Predicting Survival on the Titanic

Unsupervised learning algorithms

  • Unsupervised learning algorithms
  • KMeans clustering
  • Mean-shift clustering
  • DBSCAN clustering

Supervised learning metrics

  • Supervised learning metrics
  • Partitioning the wine dataset
  • Partitioning the digits dataset
  • Evaluation metrics on classification of breast cancer dataset
  • Evaluation metrics on regression of boston dataset
  • Evaluating metrics on classification of the digits dataset
  • Error analysis on a model trained to recognize handwritten digits

Supervised learning algorithms

  • Supervised learning algorithms
  • Naïve Bayes algorithm
  • Decision tree algorithm
  • Support vector machine algorithm
  • Error analysis on classifications of handwritten digits

Classification with neural networks

  • Classification with neural networks
  • Applying the MLP classifier class on the fertility set

More cuisine

  • Milliway's Main Menu

Books

Machine Learning Design Patterns
Machine Learning Engineering with Python

Classification with neural networks#

Just a single notebook, for comparison with the supervised algorithms.

  • Applying the MLP classifier class on the fertility set

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Error analysis on classifications of handwritten digits

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Applying the MLP classifier class on the fertility set

Milliways, 2023, with servings by /ut7,

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