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Hands on Data Science for Biologists Using Python
ISBN-13:
9781000345506
Veröffentl:
2021
Seiten:
298
Autor:
Yasha Hasija
eBook Typ:
EPUB
eBook Format:
EPUB
Kopierschutz:
0 - No protection
Sprache:
Englisch
Beschreibung:
A systematic understanding of data analysis steps has always been an important element for biological research. This book is a readily accessible resource that can be used as a handbook for data analysis, as well as a platter of standard code templates for building models.
Python: Introduction and Environment Set up. Basic Python Programming. Biopython. Python for Data Analysis. Python for Data Visualization. Principal Component Analysis. Hands-on Projects. Machine Learning and Linear Regression. Logistic Regression. K-Nearest Neighbors (K-NN). Decision Trees and Random Forests. Support Vector Machines. Neural Nets and Deep Learning. The Machine Learning Project. Natural Language Processing. K-Means Clustering.
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