A Brief History of Neural Nets and Deep Learning
2020-09-27 Andrey Kurenkov The story of how neural nets evolved from the earliest days of AI to now.
Category Neural network
Artificial brains may need sleep too
2020-06-08 James Riordon States that resemble sleep-like cycles in simulated neural networks quell the instability that comes with uninterrupted self-learning in artificial analogs of brains … Watkins and her research team found that the network simulations became unstable after continuous…
A foolproof way to shrink deep learning models
2020-04-30 Kim Martineau They showed that a deep neural network could perform with only one-tenth the number of connections if the right subnetwork was found early in training. Train the model, prune its weakest connections, retrain the model at…
Spiking Neural Networks
2020-02-17 Martijn van Wezel The SNNs bio-inspired neural networks are different from conventional neural networks due that the conventional neural networks communicate with numbers. Instead, SNNs communicate through spikes. … Having multiple spikes in a short period can stimulate the…
Machine Learning Takes On Antibiotic Resistance
2020-03-09 Katherine Harmon Courage In the February 20 issue of Cell, one team of scientists announced that they — and a powerful deep learning algorithm — had found a totally new antibiotic, one with an unconventional mechanism of action that…
How AlphaStar Became a StarCraft Grandmaster
2020-02-13 Tommy Thompson One of the biggest headlines in AI research for 2019 was the unveiling of AlphaStar – Google DeepMind’s project to create the worlds best player of Blizzard’s real-time strategy game StarCraft II. After shocking the world in…
Dive into Deep Learning
2019-12 Aston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola An interactive deep learning book with code, math, and discussions, based on the NumPy interface.
Google Colaboratory Notebook and Repository Gallery
2019-11-25 firmai / Derek Snow “A curated list of repositories with fully functional click-and-run colab notebooks with data, code and description. The code in these repositories are in Python unless otherwise stated.” Some of the Google Colaboratory Notebooks listed use…
Exploring Weight Agnostic Neural Networks
2019-08-27 Adam Gaier, Student Researcher and David Ha, Staff Research Scientist, Google Research, Tokyo When training a neural network to accomplish a given task, be it image classification or reinforcement learning, one typically refines a set of weights associated with…
Keras Tutorial: Develop Your First Neural Network in Python Step-By-Step
2019-07 Jason Brownlee In this tutorial, you will discover how to create your first deep learning neural network model in Python using Keras.