Master the math needed to excel in data science and machine learning. If you’re a data scientist who lacks a math or scientific background or a developer who wants to add data domains to your skillset, this is your book. Author Hadrien Jean provides you with a foundation in math for data science, machine learning, and deep learning. Through the course of this book, you’ll learn how to use mathematical notation to understand new developments in the field, communicate with your peers, and solve problems in mathematical form. You’ll also understand what’s under the hood of the algorithms you’re using. Learn how to: Use Python and Jupyter notebooks to plot data, represent equations, and visualize space transformations Read and write math notation to communicate ideas in data science and machine learning Perform descriptive statistics and preliminary observation on a dataset Manipulate vectors, matrices, and tensors to use machine learning and deep learning libraries such as TensorFlow or Keras Explore reasons behind a broken model and be prepared to tune and fix it Choose the right tool or algorithm for the right data problem
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Essential Math for Data Science: Take Control of Your Data with Fundamental Calculus, Linear Algebra, Probability, and Statistics
Rated 4.8 out of 5 based on 12 customer ratings
(12 customer reviews)
$59.99 Original price was: $59.99.$19.98Current price is: $19.98.
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The final chapter discloses the reality in the demand vs hype of DS skills, which is honest and valuable.
Few errors in the narrations which should be fixed in the next revision.
This is not a how-to book. It's not even a book on math, really. This is the "why" behind working with data. It is the definitive handbook on data that every data scientist, analyst, business manager should understand before working with data.
If you work with data - and just as importantly - if you rely on a team that works with data, this needs to be on your bookshelf.