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The Python Workshop
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Table of Contents

Table of Contents

  • Vital Python – Math, Strings, Conditionals, and Loops
  • Python Structures
  • Executing Python – Programs, Algorithms, and Functions
  • Extending Python, Files, Errors, and Graphs
  • Constructing Python – Classes and Methods
  • The Standard Library
  • Becoming Pythonic
  • Software Development
  • Practical Python – Advanced Topics
  • Data Analytics with pandas and NumPy
  • Machine Learning
  • About the Author

    Andrew Bird is the data and analytics manager for Vesparum Capital. He leads the software and data science teams at Vesparum, overseeing full stack web development in Django / React. He is an Australian actuary (FIAA, CERA), who has previously worked with Deloitte Consulting in financial services. Andrew also currently works as a full-stack developer for Draftable Pvt. Ltd. He manages ongoing development of the donation portal for Effective Altruism Australia website, on a voluntary basis. Dr Lau Cher Han is a Chief data scientist, and currently the CEO of LEAD, an institution that provides programs on data science, full stack web development, and digital marketing. Well-versed in programming languages: JavaScript, Python, C# and so on he is experienced in web frameworks: MEAN Stack, ASP.NET, Python Django and is multilingual, speaking English, Chinese, Bahasa fluently. His knowledge of Chinese spreads even into its dialects: Hokkien, Teochew, and Cantonese. Mario Corchero Jiménez is a senior software developer at Bloomberg. He leads the Python infrastructure team in London, enabling the company to work effectively in Python and building company-wide libraries and tools. His professional experience is mainly in C++ and Python, and he has contributed some patches to multiple Python open source projects. He is a PSF fellow, having received the Q3 2018 PSF Community Award, is vice president of Python España (the Python Spain association), and has served as Chair of PyLondinium, PyConES17, and PyCon Charlas at PyCon 2018. Mario is passionate about the Python community, open source, and inner source. Graham Lee is an experienced programmer and writer. He has written books including Professional Cocoa Application Security, Test-Driven iOS Development, APPropriate Behaviour and APPosite Concerns. He is a developer who's been programming for long enough to want to start telling other people about the mistakes he's made, in the hope that they'll avoid repeating them. In his case, this means having worked for about 12 years as a professional. His first programming experience can hardly be called professional at all: as it was in BASIC, on a Dragon 32 microcomputer. Corey Wade is a data scientist, author, and educator based in the Bay Area. He has a Master’s degree in Mathematics and a Master of Fine Arts degree in Writing and Consciousness. As a data scientist, Corey has used Python to design new metrics, including the first comprehensive 3-point basketball statistic (3NG) and listing or sorting helpful book reviews. A regular writer for Towards Data Science, Corey has published articles on the math and algorithms behind machine learning. With over 10,000 hours in the classroom, he has taught Python to beginners as well as advanced students, through Programming Power and One Student, One Class. When not at the classroom or beach, he’s catching up on various Jupyter Notebooks, Kaggle competitions, and math books.

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