Grokking Statistics takes you on a journey beyond mathematics into the fascinating world of probability, prediction, and “what-if” reasoning. You’ll learn the basics of statistics from the ground up as you explore tornado data from NOAA, model the perfect cup of coffee, and accurately test whether a potato chip bag is the size it claims. Written to be practical at every step, this book also takes on ethics and real-world pitfalls, so you can apply statistics responsibly. You’ll also learn how to express statistics in straightforward Python code.
Step into the world of AI-powered problem solving. In this hands-on series of liveProjects, you will play the role of a librarian, an investigative journalist, and a data analyst—all with ChatGPT as your AI assistant. First, you will spark community discussion by creating engaging content around a classic American short story. Then, you will analyze a real NTSB report from a self-driving car accident, uncovering possible causes with the help of ChatGPT. Finally, you will work as a data analyst, using ChatGPT’s Python capabilities to explore a bird strike dataset from the FAA. Along the way, you will learn practical AI productivity techniques, integrate multimodal workflows, and develop the ability to use ChatGPT to enhance your thinking and decision-making.
In this liveProject, you will act as a researcher investigating the causes of bird strikes in the aviation industry. You will work with a dataset and limited context, using ChatGPT to explore the data, generate insights, and guide your analysis. You will use ChatGPT to generate Python code, perform analysis, and challenge your assumptions to avoid bias. The project concludes with a structured summary of findings and exporting your data into a queryable SQL database.
In this liveProject, you will use ChatGPT to investigate an in-depth report of a self-driving car accident. You will acquire the source material, upload it, and use ChatGPT to generate and refine hypotheses about why the accident occurred. You will incorporate external context to deepen your analysis, turning vague questions into structured insights and expanding your research beyond a single document.
In this liveProject, you will take on the role of a librarian using generative AI tools like ChatGPT to support a research project. You will develop effective prompts to analyze whether The Legend of Sleepy Hollow by Washington Irving is suitable for a new exhibition. After generating analysis with ChatGPT, you will extract relevant insights and use them to create engaging materials for the exhibition.