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Data Science Uncovered First Principles Using Python

Author Name: Dr.A.Banushri, Mr.N.Udayakumar | Format: Paperback | Genre : Educational & Professional | Other Details

Data Science Uncovered: First Principles Using Python is not just another data science book—it’s a foundational journey into the very core of how data science works and why. Whether you're a curious beginner or a self-taught coder ready to level up, this book empowers you to build data science knowledge from the ground up—no hand-waving, no black boxes.

Guided by the logic of first principles and powered by Python, you'll unravel the core ideas behind statistics, machine learning, and data analysis—concepts that most books gloss over. Learn not just how to use the tools, but why they work. Step by step, you’ll build your own algorithms, visualize data insights, and discover the real power of computation and logic in solving real-world problems.

Unlike books that rely heavily on libraries or pre-written models, Data Science Uncovered teaches you to think like a data scientist—analytically, deeply, and creatively. Along the way, you'll explore key topics such as regression, classification, clustering, and model evaluation, all through hands-on Python code that you write yourself.

If you've ever wanted to understand data science from the inside out—to see beyond the code into the ideas that drive it—this is your invitation.

Unlock the principles. Build the intuition. Code your way to mastery.

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Dr.A.Banushri, Mr.N.Udayakumar

Dr. A. Banushri is an Associate Professor in the Department of Computer
Science and Engineering at Vels Institute of Science, Technology and
Advanced Studies (VISTAS). With a strong academic background, she
earned her Bachelor of Engineering in Computer Science and Engineering
from Jerusalem Engineering College and her Master of Technology in
Computer Science and Engineering from SRM University. She further
pursued her passion for research and innovation by completing her Doctor
of Philosophy (Ph.D.) in Computer Science and Engineering from
VISTAS.
Dr. Banushri has dedicated over 9 years to research in the rapidly evolving
fields of Cloud Computing and Blockchain Technology, making
significant contributions to these areas. Her expertise extends to various
aspects of technology, with a focus on how these cutting-edge
technologies can be leveraged to solve real-world problems. Through this
book, Dr. Banushri aims to bridge the gap between theoretical concepts
and practical application, guiding students and professionals in
understanding Data Science from its core principles using Python.
Her commitment to education and research continues to inspire students
and peers alike, as she remains at the forefront of technological
advancements and their impact on modern computing.

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