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Numerical Computing with Python. Harness the power of Python to analyze and find hidden patterns in the data

Numerical Computing with Python. Harness the power of Python to analyze and find hidden patterns in the data

Pratap Dangeti, Allen Yu, Claire Chung, Aldrin Yim, Theodore Petrou

Ebook
Data mining, or parsing the data to extract useful insights, is a niche skill that can transform your career as a data scientist Python is a flexible programming language that is equipped with a strong suite of libraries and toolkits, and gives you the perfect platform to sift through your data and mine the insights you seek. This Learning Path is designed to familiarize you with the Python libraries and the underlying statistics that you need to get comfortable with data mining.

You will learn how to use Pandas, Python's popular library to analyze different kinds of data, and leverage the power of Matplotlib to generate appealing and impressive visualizations for the insights you have derived. You will also explore different machine learning techniques and statistics that enable you to build powerful predictive models.

By the end of this Learning Path, you will have the perfect foundation to take your data mining skills to the next level and set yourself on the path to become a sought-after data science professional.

This Learning Path includes content from the following Packt products:

• Statistics for Machine Learning by Pratap Dangeti
• Matplotlib 2.x By Example by Allen Yu, Claire Chung, Aldrin Yim
• Pandas Cookbook by Theodore Petrou
  • 1. Journey from Statistics to Machine Learning
  • 2. Tree-Based Machine Learning Models
  • 3. K-Nearest Neighbors and Naive Bayes
  • 4. Unsupervised Learning
  • 5. Reinforcement Learning
  • 6. Hello Plotting World!
  • 7. Visualizing Online Data
  • 8. Visualizing Multivariate Data
  • 9. Adding Interactivity and Animating Plots
  • 10. Selecting Subsets of Data
  • 11. Boolean Indexing
  • 12. Index Alignment
  • 13. Grouping for Aggregation, Filtration, and Transformation
  • 14. Restructuring Data into a Tidy Form
  • 15. Combining Pandas Objects
  • Tytuł: Numerical Computing with Python. Harness the power of Python to analyze and find hidden patterns in the data
  • Autor: Pratap Dangeti, Allen Yu, Claire Chung, Aldrin Yim, Theodore Petrou
  • Tytuł oryginału: Numerical Computing with Python. Harness the power of Python to analyze and find hidden patterns in the data
  • ISBN: 9781789953633, 9781789953633
  • Data wydania: 2018-12-21
  • Format: Ebook
  • Identyfikator pozycji: e_15ea
  • Wydawca: Packt Publishing