Erik Lee Nylen: Neural Data Science

Cover: 9780128040430 | Neural Data Science | A Primer with Matlab(r) and Python(tm) | Buch

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Beschreibung

While MATLAB remains a dominant computer language for scientific computing and analysis in neuroscience, it has become prohibitively expensive. This has created an opportunity for uptake of an alternative yet similar programming language - Python. This volume provides a beginner's introduction to the principles of neuroscience data analysis and computational neuroscience using Python, a high-level, open-source programming language. The approach is to introduce concepts by explaining them in the context of methods for data analysis, computing, and plotting, and concepts and tools are examined from two perspectives: neuroscience ideas with Pythonic language, and Python tools with neuroscience concepts. Further, layman's explanations of the code are provided at each step to ensure a thorough introduction to each component of the book.

Über den Autor

Erik Lee Nylen received his PhD from the Center for Neural Science at New York University, and his BSE and MS in Biomedical Engineering at the University of Iowa. He did a fellowship at Insight Data Science, and has taught at the Neural Data Science summer course at Cold Spring Harbor Laboratory. He is a patented inventor and has performed with numerous musical groups. He is currently a data scientist in New York, where he also is Executive Co-Director of The Stand, the New York City Dance Marathon.

Inhaltsverzeichnis

Part I: Foundations 1. Philosophy 2. From 0 to 0.01

Part II: Neural Data Analysis 3. Wrangling Spike Trains 4. Correlating Spike Trains 5. Analog Signals 6. Biophysical Modeling

Part III: Going Beyond the Data 7. Regression 8. Dimensionality Reduction 9. Classification and Clustering 10. Web Scraping

Details

Erscheinungsjahr:	2017
Fachbereich:	Andere Fachgebiete
Genre:	Medizin
Rubrik:	Wissenschaften
Medium:	Taschenbuch
ISBN-13:	9780128040430
ISBN-10:	0128040432
Sprache:	Englisch
Herstellernummer:	C2015-0-00656-6
Einband:	Kartoniert / Broschiert
Autor:	Nylen, Erik Lee Wallisch, Pascal
Hersteller:	Elsevier Science
Maße:	235 x 193 x 22 mm
Von/Mit:	Erik Lee Nylen (u. a.)
Erscheinungsdatum:	21.03.2017
Gewicht:	0,744 kg