
Data Science Bookcamp, 1st edition
Published by Manning Publications (12 January 2022) © 2022
- Leonard Apeltsin
Details
- A print text
- Free shipping
- Also available for purchase as an ebook from all major ebook resellers, including InformIT.com
Title overview
about the technology
In real-world practice, data scientists create innovative solutions to novel open ended problems. Easy to learn and use, the Python language has become the de facto language for data science amongst researchers, developers, and business users. But knowing a few basic algorithms is not enough to tackle a vague and thorny problem. It takes relentless practice at cracking difficult data tasks to achieve mastery in the field. That’s just what this book delivers.about the book
Data Science Bookcamp is a comprehensive set of challenging projects carefully designed to grow your data science skills from novice to master. Veteran data scientist Leonard Apeltsin sets five increasingly difficult exercises that test your abilities against the kind of problems you’d encounter in the real world. As you solve each challenge, you’ll acquire and expand the data science and Python skills you’ll use as a professional data scientist. Ranging from text processing to machine learning, each project comes complete with a unique downloadable data set and a fully-explained step-by-step solution. Because these projects come from Dr. Apeltsin’s vast experience, each solution highlights the most likely failure points along with practical advice for getting past unexpected pitfalls. When you wrap up these five awesome exercises, you’ll have a diverse relevant skill set that’s transferable to working in industry.what's inside
- Five in-depth Python exercises with full downloadable data sets
- Web scraping for text and images
- Organise datasets with clustering algorithms
- Visualize complex multi-variable datasets
- Train a decision tree machine learning algorithm