[PDF/ePUB] Modeling Mindsets

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In less than 100 pages, Modeling Mindsets elucidates the worldviews behind various statistical modeling and machine learning mindsets. "Modeling Mindsets offers a compact but informative overview over the different approaches, assumptions and goals when working with data. I strongly recommend gifting this book to your present and future colleagues to get the most out of your collaboration."– Sebastian Raschka, Machine learning & AI researcherAbout The BookMost books on modeling dive straight into the math and methodologies, leaving readers struggling to grasp the underlying assumptions and limitations. Written in a clear and concise style, Modeling Mindsets introduces approaches such as Bayesian inference, supervised learning, causal inference, and more.With this book, you'll gain a deeper understanding of different modeling techniques, empowering you to choose the right one for your problem."It has taken me many years of fumbling around with ML and statistics to achieve a fraction of the intuition in the book. Save yourself the time!" – Robert MartinTable of ContentsIntroductionStatistical Modeling – Reason Under UncertaintyFrequentism - Infer "True" ParametersBayesianism – Update Parameter DistributionsLikelihoodism – Likelihood As EvidenceCausal Inference – Identify And Estimate CausesMachine Learning – Learn Algorithms From DataSupervised Learning – Predict New DataUnsupervised Learning – Find Hidden PatternsReinforcement Learning – Learn To InteractDeep Learning - Learn End-To-End NetworksThe T-Shaped ModelerWho This Book Is ForModeling Mindsets is designed for data scientists, statisticians, machine learners, and quantitative researchers who are already familiar with modeling and working with data. To maximize your learning experience:This book is for everyone who builds models from data: data scientists, statisticians, machine learners, and quantitative researchers. To get the most out of this book:You should already have experience with modeling and working with data.You should feel comfortable with at least one of the mindsets in this book.Don't read this book if:You are completely new to working with data and models.You cling to the mindset you already know and aren't open to other mindsets.Embrace the full potential of Modeling Mindsets by challenging your assumptions and being open to diverse perspectives.This compact guide is perfect for data-driven professionals looking to enhance their understanding of modeling approaches, assumptions, and goals when working with data. By delving into this book, you'll save years of trial and error, foster intellectual growth, and improve collaboration with your colleagues. Gain valuable insights into Bayesian inference, supervised learning, causal inference, and more, and elevate your data analysis skills by choosing the right modeling approach for your problem. Make the most of your data-modeling journey with "Modeling Mindsets."

✔ Author(s):
✔ Title: Modeling Mindsets: The Many Cultures Of Learning From Data
✔ Rating : 4.4 out of 5 base on (45 reviews)
✔ ISBN-10: B0BMJH7M9F
✔ Language: English
✔ Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
✔ Device compatibles: Android, iOS, PC and Amazon Kindle

Readers' opinions about Modeling Mindsets by Christoph Molnar

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Maydena Winter
Dive into a captivating mystery where each clue unravels a new layer of intrigue. The author's masterful storytelling keeps you guessing until the final page. Vivid characters and detailed settings bring the story to life. The suspense builds with each chapter, making it impossible to put down. It's a gripping tale that will keep you on the edge of your seat. A must-read for fans of the genre.
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Carla Oliver
Delve into the dark and twisted world of a psychological thriller that keeps you guessing. The author's masterful storytelling and complex characters create a gripping narrative. Each plot twist is meticulously crafted, adding to the suspense. The tension builds with each chapter, making it impossible to put down. It's a chilling and captivating read that explores the depths of the human psyche. Perfect for fans of psychological suspense.
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Isabella George
Follow the heartwarming journey of a group of friends navigating life's challenges together. The author's empathetic writing and well-developed characters create a deeply emotional experience. Each chapter explores themes of friendship, love, and resilience with sensitivity. The plot's twists and turns keep you engaged throughout. It's a story that celebrates the bonds that connect us. Perfect for readers who enjoy stories about friendship and community.


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