Becoming a Data Head
By Jordan Goldmeier & Alex J. Gutman
How to Think, Speak, and Understand Data Science, Statistics, and Machine Learning. Wiley, 2021.
Summary of Becoming a Data Head book by Jordan Goldmeier & Alex J. Gutman
Revelations in data science that provide non-experts with the knowledge and tools for critical analysis and discussion, thereby giving your business an edge and making you a more effective leader.
Chapters in Becoming a Data Head book summary
What do you get from this book? Essential skills for understanding data and using it to make better decisions
Data science has become a necessary tool for today’s organizations, and can significantly impact your business
Identifying the central issues facing your company is more beneficial than applying new methodologies that may not be effective
By learning the most common terms used by data scientists, you can communicate more effectively with them
Variation in data can cause uncertainty, but statistics and probability moderate the ambiguity
Probability is difficult to predict thanks largely to our intuition, so just focus on understanding the relationship between events
Statistical inference helps researchers challenge the status quo and formulate new ideas
Questioning data in the right ways and using exploring data analysis can you help you assess how to use it
Exploratory data analysis gets to the root of matters, enabling you to see the whole picture
Unsupervised learning techniques like clustering and dimensionality reduction are simple ways to boil down a data set
Linear regression and classification models are types of supervised learning that make predictions about people and situations
There are many ways that data can be misinterpreted, even by artificial intelligence
Algorithms of deep learning are important for new technology, but can be biased
Although humans aren’t perfect, we can all become data heads and drive change from within our company
Summary of the key insights
Selected critiques in brief
Final word
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Becoming a Data Head — Book Summary Snapshot
Who should read Becoming a Data Head book
- Marketing professionals
- aspiring data scientists
- research and development teams
- anyone wanting to understand how data impacts business and the world
About the author of Becoming a Data Head
Jordan Goldmeier
Alex J. Gutman is a data scientist and corporate trainer. He served as director of science at Proctor and Gamble, and as an adjunct professor at the Air Force Institute of Technology, where he earned his Ph.D. Jordan Goldmeier is an international analytics professional and volunteer emergency medical technician, as well as a nine-time winner of Microsoft’s Most Valuable Professional Award.
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