BookShared
  • MEMBER AREA    
  • Modeling Mindsets: The Many Cultures Of Learning From Data

    (By Christoph Molnar)

    Book Cover Watermark PDF Icon Read Ebook
    ×
    Size 26 MB (26,085 KB)
    Format PDF
    Downloaded 654 times
    Last checked 13 Hour ago!
    Author Christoph Molnar
    “Book Descriptions: We use data to advance science, make businesses more profitable, automate annoying tasks, and develop smart products. But there is a middleman between data and its usefulness: the model. The model represents a simplified aspect of the world; it’s the glue that connects data and world.

    Statistics versus machine learning, frequentist versus Bayesian inference, causation or association, … There are many mindsets to consider for building models from data. Each of these modeling mindsets has its own assumptions, strengths, and limitations.

    The best modelers, researchers, and data scientists don’t stubbornly stick to just one mindset. The best modelers mix and match the mindsets.

    Modeling Mindsets opens the door to all these different ways of thinking. The book is packed with intuitive explanations and illustrations. Quickly get an overview of the strengths and the limitations of each modeling mindset. Expand your mind when it comes to modeling the world using data.”

    Google Drive Logo DRIVE
    Book 1

    The Black Swan: The Impact of the Highly Improbable

    ★★★★★

    Nassim Nicholas Taleb

    Book 1

    Min kamp 1 (Min kamp, #1)

    ★★★★★

    Karl Ove Knausgård

    Book 1

    Geopolitical Alpha: An Investment Framework for Predicting the Future

    ★★★★★

    Marko Papić

    Book 1

    Skin in the Game: The Hidden Asymmetries in Daily Life

    ★★★★★

    Nassim Nicholas Taleb

    Book 1

    The Biggest Bluff: How I Learned to Pay Attention, Master Myself, and Win

    ★★★★★

    Maria Konnikova

    Book 1

    Co-Intelligence: Living and Working with AI

    ★★★★★

    Ethan Mollick

    Book 1

    Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications

    ★★★★★

    Chip Huyen

    Book 1

    Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps

    ★★★★★

    Valliappa Lakshmanan

    Book 1

    Deep Learning with Python

    ★★★★★

    François Chollet

    Book 1

    Chip War: The Fight for the World's Most Critical Technology

    ★★★★★

    Chris Miller

    Book 1

    The World for Sale: Money, Power and the Traders Who Barter the Earth’s Resources

    ★★★★★

    Javier Blas

    Book 1

    Antifragile: Things That Gain from Disorder

    ★★★★★

    Nassim Nicholas Taleb

    Book 1

    Probably Overthinking It: How to Use Data to Answer Questions, Avoid Statistical Traps, and Make Better Decisions

    ★★★★★

    Allen B. Downey