Practical Deep Learning: A Python-Based Introduction – PDF

Practical Deep Learning (ePub/PDF) teaches full newbies the way to construct the datasets and fashions wanted to coach neural networks for their very own DL tasks. If you’ve been interested by machine studying however didn’t know the place to start out, that is the ebook you’ve been ready for. Emphasizing the subfield of machine studying often called deep studying, it explains key ideas and offers you the muse you should begin constructing your personal fashions. Instead of merely outlining recipes for utilizing current toolkits Practical Deep Learning: A Python-based Introduction teaches you the best way of deep studying and can inspire you to discover additional. All you require fundamental familiarity with pc programming and highschool math—the ebook will cowl the remaining. After an introduction to Python, you’ll transfer by means of predominant matters like the way to construct a superb coaching dataset, work with the scikit-be taught and Keras libraries, and assess your fashions’ efficiency. You’ll additionally be taught:

• How to make use of convolutional neural networks
• How neural networks work and the way they’re skilled
• How to develop a profitable deep studying mannequin from scratch
• How to make use of traditional machine studying fashions like k-Nearest Neighbors, Random Forests, and Support Vector Machines

You’ll run experiments alongside the best way, constructing to a remaining case research that features all the things you’ve realized. The preferrred introduction to this dynamic, ever-increasing discipline, Practical Deep Learning provides you with the boldness and abilities to dive into your personal machine studying tasks.

Review

“Practical Deep Learning is the right ebook for somebody trying to break into deep studying. This ebook achieves a perfect steadiness between explaining prerequisite introductory materials and exploring the nuanced intricacies of the strategies described. The reader will come away with a strong fundamental understanding of the content material in addition to the sensible data required to implement the strategies to actual-world issues. Deep studying will proceed to permit many breakthroughs in synthetic intelligence purposes and this ebook covers all that’s wanted to springboard into this thrilling discipline.” — Matt Wilder, longtime neural community practitioner, and proprietor of Wilder AI, a deep studying synthetic intelligence consulting firm. NOTE: The product only contains the ebook, Practical Deep Learning in unique ePub. A transformed PDF is out there upon request. No access codes are included.