Python(编程语言)
计算机科学
工作流程
人工智能
超参数
编码(集合论)
程序设计语言
人工神经网络
机器学习
数据库
集合(抽象数据类型)
出处
期刊:Chemcatchem
[Wiley]
日期:2020-05-05
卷期号:12 (16): 3995-4008
被引量:27
标识
DOI:10.1002/cctc.202000234
摘要
Abstract Based on a well‐edited dataset from literature by Schmack et al. [1] this manuscript provides a tutorial‐like introduction to Machine Learning (ML) and Data Science (DS) based on the actual programming code in the Python programming language. The study will not only try to illustrate a ML workflow, but will also show important tasks like hyperparameter tuning and data pre‐processing which often cover much of the time of an actual study. Moreover, the study spans from classical ML methods to Deep Learning with Neural Networks.
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