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  3. Fundamentals of Deep Learning: Designing Next-Generation Machine Intelligence Algorithms

Fundamentals of Deep Learning: Designing Next-Generation Machine Intelligence Algorithms

Posted By: Free butterfly
Date: 25 Feb 2023 19:35:20
Fundamentals of Deep Learning: Designing Next-Generation Machine Intelligence Algorithms

Fundamentals of Deep Learning: Designing Next-Generation Machine Intelligence Algorithms by Joe Papa
English | June 21, 2022 | ISBN: 149208218X | 387 pages | MOBI | 6.14 Mb

We're in the midst of an AI research explosion. Deep learning has unlocked superhuman perception to power our push toward creating self-driving vehicles, defeating human experts at a variety of difficult games including Go, and even generating essays with shockingly coherent prose. But deciphering these breakthroughs often takes a PhD in machine learning and mathematics.
The updated second edition of this book describes the intuition behind these innovations without jargon or complexity. Python-proficient programmers, software engineering professionals, and computer science majors will be able to reimplement these breakthroughs on their own and reason about them with a level of sophistication that rivals some of the best developers in the field.
  • Learn the mathematics behind machine learning jargon
  • Examine the foundations of machine learning and neural networks
  • Manage problems that arise as you begin to make networks deeper
  • Build neural networks that analyze complex images
  • Perform effective dimensionality reduction using autoencoders
  • Dive deep into sequence analysis to examine language
  • Explore methods in interpreting complex machine learning models
  • Gain theoretical and practical knowledge on generative modeling
  • Understand the fundamentals of reinforcement learning


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