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Building Data Science Solutions with Anaconda

You're reading from  Building Data Science Solutions with Anaconda

Product type Book
Published in May 2022
Publisher Packt
ISBN-13 9781800568785
Pages 330 pages
Edition 1st Edition
Languages
Author (1):
Dan Meador Dan Meador
Profile icon Dan Meador

Table of Contents (16) Chapters

Preface Part 1: The Data Science Landscape – Open Source to the Rescue
Chapter 1: Understanding the AI/ML landscape Chapter 2: Analyzing Open Source Software Chapter 3: Using the Anaconda Distribution to Manage Packages Chapter 4: Working with Jupyter Notebooks and NumPy Part 2: Data Is the New Oil, Models Are the New Refineries
Chapter 5: Cleaning and Visualizing Data Chapter 6: Overcoming Bias in AI/ML Chapter 7: Choosing the Best AI Algorithm Chapter 8: Dealing with Common Data Problems Part 3: Practical Examples and Applications
Chapter 9: Building a Regression Model with scikit-learn Chapter 10: Explainable AI - Using LIME and SHAP Chapter 11: Tuning Hyperparameters and Versioning Your Model Other Books You May Enjoy

Understanding the top four OSS licenses

OSS is copyrighted and there are restrictions around it, they just tend to be much less strict than the IP laws that were so much more common before the turn of the century. There is a good chance that, at some point, you have heard terms such as MIT licenses, GPL, and others. While these might just sound like legal speak no one cares about, there is a huge need to become familiar with things at a high level for the following reasons:

  • If you put something in your company's code base that is sold, you might have to make that software open source.
  • Your personal project might be something you would rather be kept secret or proprietary.
  • You might want to make money off your project in the future.

You should keep these in mind as you are making the decision to use certain packages as once you are using those tools in your software, the only choice you will have in the future to not be held to those licenses' restrictions...

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