Machine learning

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

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