Practical Deep Learning: A Python-Based Introduction - Ron Kneusel

Descriere Practical Deep Learning: A Python-Based Introduction - Ron Kneusel

\nPractical Deep Learning teaches total beginners how to build the datasets and models needed to train neural networks for your own DL projects. \nIf you've been curious about machine learning but didn't know where to start, this is the book you've been waiting for. Focusing on the subfield of machine learning known as deep learning, it explains core concepts and gives you the foundation you need to start building your own models. Rather than simply outlining recipes for using existing toolkits, Practical Deep Learning teaches you the why of deep learning and will inspire you to explore further. \n \nAll you need is basic familiarity with computer programming and high school math--the book will cover the rest. After an introduction to Python, you'll move through key topics like how to build a good training dataset, work with the scikit-learn and Keras libraries, and evaluate your models' performance. \n \nYou'll also learn: \n \n - How to use classic machine learning models like k-Nearest Neighbors, Random Forests, and Support Vector Machines \n - How neural networks work and how they're trained \n - How to use convolutional neural networks \n - How to develop a successful deep learning model from scratch \nYou'll conduct experiments along the way, building to a final case study that incorporates everything you've learned. \n \nThe perfect introduction to this dynamic, ever-expanding field, Practical Deep Learning will give you the skills and confidence to dive into your own machine learning projects.\n

Detalii

Brand

No Starch Press

Categorie

ENSTK

EAN / GTIN

9781718500747

Magazine

1

Disponibilitate

in stock