Think Stats, 3rd Edition: Exploratory Data Analysis by Allen B. Downey ISBN 9781098190255, 1098190254 instant download

Think Stats, 3rd Edition: Exploratory Data Analysis by Allen B. Downey ISBN 9781098190255, 1098190254 instant download

If you know how to program, you have the skills to turn data into knowledge. This thoroughly revised edition presents statistical concepts computationally, rather than mathematically, using programs written in Python. Through practical examples and exercises based on real-world datasets, you'll learn the entire process of exploratory data analysis—from wrangling data and generating statistics to identifying patterns and testing hypotheses.
 
Whether you're a data scientist, software engineer, or data enthusiast, you'll get up to speed on commonly used tools including NumPy, SciPy, and Pandas. You'll explore distributions, relationships between variables, visualization, and many other concepts. And all chapters are available as Jupyter notebooks, so you can read the text, run the code, and work on exercises all in one place.
 
    Analyze data distributions and visualize patterns using Python libraries
    Improve predictions and insights with regression models
    Dive into specialized topics like time series analysis and survival analysis
    Integrate statistical techniques and tools for validation, inference, and more
    Communicate findings with effective data visualization
    Troubleshoot common data analysis challenges
    Boost reproducibility and collaboration in data analysis projects with interactive notebooks