Words are the smallest unit of corpuses and take the shape of sentences when we put them in order by following the parts of speech. When we break down the sentences into words, it is called word tokenization.
- Title Page
- Copyright and Credits
- About Packt
- Contributors
- Preface
- Quantifying Learning Algorithms
- Statistical models
- Learning curve
- Curve fitting
- Statistical modeling – the two cultures of Leo Breiman
- Training data development data – test data
- Bias-variance trade off
- Regularization
- Cross-validation and model selection
- Model selection using cross-validation
- 0.632 rule in bootstrapping
- Model evaluation
- Receiver operating characteristic curve
- H-measure
- Dimensionality reduction
- Summary
- Evaluating Kernel Learning
- Performance in Ensemble Learning
- Training Neural Networks
- Time Series Analysis
- Natural Language Processing
- Temporal and Sequential Pattern Discovery
- Probabilistic Graphical Models
- Selected Topics in Deep Learning
- Causal Inference
- Advanced Methods
- Other Books You May Enjoy
Words
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