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Tidsskrift
""Cover""; ""Copyright""; ""Credits""; ""About the Authors""; ""About the Reviewers""; ""www.PacktPub.com""; ""Table of Contents""; ""Preface""; ""Chapter 1: Machine Learning â€? A Gentle Introduction""; ""Installing scikit-learn""; ""Linux""; ""Mac""; ""Windows""; ""Checking your installation""; ""Our first machine learning method: linear classification""; ""Evaluating our results""; ""Machine learning categories""; ""Important concepts related to machine learning""; ""Summary""; ""Chapter 2: Supervised Learning""; ""Image recognition with Support Vector Machines"" ; ""Training a Support Vector Machine""""Text classification with NaÃv̄e Bayes""; ""Preprocessing the data""; ""Training a NaÃv̄e Bayes classifier""; ""Evaluating the performance""; ""Explaining Titanic hypothesis with decision trees""; ""Preprocessing the data""; ""Training a decision tree classifier""; ""Interpreting the decision tree""; ""Random Forests â€? randomizing decisions""; ""Evaluating the performance""; ""Predicting house prices with regression""; ""First try â€? a linear model""; ""Second try â€? Support Vector Machines for regression""; ""Third try â€? Random Forests revisited"" ; ""Evaluation""""Summary""; ""Chapter 3: Unsupervised Learning""; ""Principal Component Analysis""; ""Clustering handwritten digits with k-means""; ""Alternative clustering methods""; ""Summary""; ""Chapter 4: Advanced Features""; ""Feature extraction""; ""Feature selection""; ""Model selection""; ""Grid search""; ""Parallel grid search""; ""Summary""; ""Index""
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