Machine learning with Python cookbook: practical solutions from preprocessing to deep learning
Albon, Chris
Vectors, matrices, and arrays -- Loading data -- Data wrangling -- Handling numerical data -- Handling categorical data -- Handling text -- Handling dates and times -- Handling images -- Dimensionalit reduction using feature extraction -- Dimensionality reduction using feature selection -- Model evaluation -- Model selection -- Linear regression -- Trees and forests -- K-nearest neighbors -- Logistic regression -- Support vector machines -- Naive bayes -- Clustering -- Neural networks -- Saving and loading trained models.
Categories:
Year:
2018
Publisher:
O'Reilly Media, Inc.
Language:
english
Pages:
349
ISBN 10:
1491989386
ISBN 13:
9781491989388
File:
EPUB, 3.15 MB
IPFS:
,
english, 2018