Fundamentals of Deep Learning – Nikhil Bubuma

The brain is the most incredible organ in the human body. It dictates the way we per‐ ceive every sight, sound, smell, taste, and touch. It enables us to store memories, experience emotions, and even dream. Without it, we would be primitive organ‐ isms, incapable of anything other than the simplest of reflexes. The brain is, inher‐ ently, what makes us intelligent.

The infant brain only weighs a single pound, but somehow it solves problems that even our biggest, most powerful supercomputers find impossible. Within a matter of months after birth, infants can recognize the faces of their parents, discern discrete objects from their backgrounds, and even tell apart voices. Within a year, they’ve already developed an intuition for natural physics, can track objects even when they become partially or completely blocked, and can associate sounds with specific mean‐ ings. And by early childhood, they have a sophisticated understanding of grammar and thousands of words in their vocabularies.

For decades, we’ve dreamed of building intelligent machines with brains like ours— robotic assistants to clean our homes, cars that drive themselves, microscopes that automatically detect diseases. But building these artificially intelligent machines requires us to solve some of the most complex computational problems we have ever grappled with; problems that our brains can already solve in a manner of microsec‐ onds. To tackle these problems, we’ll have to develop a radically different way of pro‐ gramming a computer using techniques largely developed over the past decade. This is an extremely active field of artificial computer intelligence often referred to as deep learning.

Related posts:

Building Chatbots with Python Using Natural Language Processing and Machine Learning - Sumit Raj
Introducing Data Science - Davy Cielen & Arno D.B.Meysman & Mohamed Ali
R Deep Learning Essentials - Dr. Joshua F.Wiley
The hundred-page Machine Learning Book - Andriy Burkov
Building Machine Learning Systems with Python - Willi Richert & Luis Pedro Coelho
Deep Learning with Hadoop - Dipayan Dev
An introduction to neural networks - Kevin Gurney & University of Sheffield
Intelligent Projects Using Python - Santanu Pattanayak
Deep Learning for Natural Language Processing - Palash Goyal & Sumit Pandey & Karan Jain
Python Deeper Insights into Machine Learning - Sebastian Raschka & David Julian & John Hearty
Introduction to Machine Learning with Python - Andreas C.Muller & Sarah Guido
Deep Learning for Natural Language Processing - Jason Brownlee
Superintelligence - Paths, Danges, Strategies - Nick Bostrom
Applied Text Analysis with Python - Benjamin Benfort & Rebecca Bibro & Tony Ojeda
Deep Learning and Neural Networks - Jeff Heaton
Deep Learning dummies second edition - John Paul Mueller & Luca Massaronf
Hands-On Machine Learning with Scikit-Learn and TensorFlow - Aurelien Geron
TensorFlow for Deep Learning - Bharath Ramsundar & Reza Bosagh Zadeh
Machine Learning - The art and science of alhorithms that make sense of data - Peter Flach
Introduction to the Math of Neural Networks - Jeff Heaton
Introduction to Deep Learning Business Application for Developers - Armando Vieira & Bernardete Ribe...
Understanding Machine Learning from theory to algorithms - Shai Shalev-Shwartz & Shai Ben-David
Amazon Machine Learning Developer Guild Version Latest
Machine Learning - A Probabilistic Perspective - Kevin P.Murphy
Learn Keras for Deep Neural Networks - Jojo Moolayil
Introduction to Deep Learning - Eugene Charniak
Hands-on Machine Learning with Scikit-Learn, Keras & TensorFlow - Aurelien Geron
Deep Learning Illustrated - A visual, Interactive Guide to Arficial Intelligence First Edition - Jon...
Python Deep Learning - Valentino Zocca & Gianmario Spacagna & Daniel Slater & Peter Roelants
Machine Learning - An Algorithmic Perspective second edition - Stephen Marsland
Machine Learning Mastery with Python - Understand your data, create accurate models and work project...
Artificial Intelligence - A Very Short Introduction - Margaret A.Boden