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:

Deep Learning from Scratch - Building with Python form First Principles - Seth Weidman
Artificial Intelligence - 101 things you must know today about our future - Lasse Rouhiainen
Natural Language Processing Recipes - Akshay Kulkni & Adarsha Shivananda
Machine Learning - A Probabilistic Perspective - Kevin P.Murphy
Python Deep Learning - Valentino Zocca & Gianmario Spacagna & Daniel Slater & Peter Roelants
Neural Networks and Deep Learning - Charu C.Aggarwal
Machine Learning with spark and python - Michael Bowles
Deep Learning dummies second edition - John Paul Mueller & Luca Massaronf
Deep Learning - A Practitioner's Approach - Josh Patterson & Adam Gibson
Intelligent Projects Using Python - Santanu Pattanayak
Deep Learning with Theano - Christopher Bourez
Deep Learning with Keras - Antonio Gulli & Sujit Pal
Python for Programmers with introductory AI case studies - Paul Deitel & Harvey Deitel
Practical computer vision applications using Deep Learning with CNNs - Ahmed Fawzy Gad
Machine Learning with Python for everyone - Mark E.Fenner
Deep Learning and Neural Networks - Jeff Heaton
Data Science and Big Data Analytics - EMC Education Services
Learn Keras for Deep Neural Networks - Jojo Moolayil
Deep Learning for Natural Language Processing - Palash Goyal & Sumit Pandey & Karan Jain
Statistical Methods for Machine Learning - Disconver how to Transform data into Knowledge with Pytho...
Artificial Intelligence - A Very Short Introduction - Margaret A.Boden
Superintelligence - Paths, Danges, Strategies - Nick Bostrom
Python Machine Learning Second Edition - Sebastian Raschka & Vahid Mirjalili
Learning scikit-learn Machine Learning in Python - Raul Garreta & Guillermo Moncecchi
Hands-On Machine Learning with Scikit-Learn and TensorFlow - Aurelien Geron
Deep Learning with PyTorch - Vishnu Subramanian
Python Deeper Insights into Machine Learning - Sebastian Raschka & David Julian & John Hearty
Foundations of Machine Learning second edition - Mehryar Mohri & Afshin Rostamizadeh & Ameet Talwalk...
Deep Learning Illustrated - A visual, Interactive Guide to Arficial Intelligence First Edition - Jon...
Machine Learning - The art and science of alhorithms that make sense of data - Peter Flach
Introduction to Scientific Programming with Python - Joakim Sundnes
Understanding Machine Learning from theory to algorithms - Shai Shalev-Shwartz & Shai Ben-David