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Bringing HPC Techniques to Deep Learning

Summary: Neural networks have grown in scale over the past several years, and training can require a massive amount of data and computational resources. To provide the required amount of compute power, we scale models to dozens of GPUs using a technique common in high-performance computing (HPC) but underused in deep learning. This technique, the [...]

By |2017-03-03T19:52:54-04:00March 1st, 2017|Categories: Online Resources|0 Comments Introduces a Breakthrough Natural Language Understanding Platform for Bots and Virtual Assistants® recently achieved a major breakthrough in AI with its launch of the MyPollyTM platform. MyPolly is the world's first product that introduces continuous conversation via natural language understanding. MyPolly, which is currently in closed beta testing for developers and bot builders, enables virtual assistants and bots to interpret a human's input, making MyPolly "smarter" over [...]

By |2017-03-03T19:54:02-04:00January 29th, 2017|Categories: Online Resources|0 Comments

IoT and Machine Learning for Brain Thermal Pattern Recognition

Pain point BTT Corp was looking to address two key problems. First, they needed a way to take the patterns their researchers could recognize as humans and create computer algorithms that could recognize those patterns with a high degree of accuracy. Second, they needed a way to integrate these algorithms into a production application that [...]

By |2017-01-04T00:38:07-04:00December 8th, 2016|Categories: Online Resources|Tags: |0 Comments

Microsoft is democratizing artificial intelligence

Earlier this month, Microsoft announced a new partnership with OpenAI - a nonprofit artificial intelligence (AI) research organization co-founded by Elon Musk, Sam Altman, Greg Brockman and Ilya Sutskever. Together, they hope to make significant contributions to advance the field of AI, and make it more accessible to every developer and every organization. Harry Shum, [...]

By |2016-12-09T09:43:55-04:00November 30th, 2016|Categories: Deep Learning, Online Resources|0 Comments

The Neural Network Zoo

With new neural network architectures popping up every now and then, it’s hard to keep track of them all. Knowing all the abbreviations being thrown around (DCIGN, BiLSTM, DCGAN, anyone?) can be a bit overwhelming at first. So I decided to compose a cheat sheet containing many of those architectures. Most of these are neural networks, some are completely [...]

By |2016-09-26T11:15:23-04:00September 26th, 2016|Categories: Online Resources|0 Comments

First steps in Neural Networks

A simple guide for the clueless programmer that doesn’t know fancy terminology. Not a tutorial for dumb people, it is simply written in a more basic manner so it is easier to follow by any potential reader – from rookies to professionals – without assuming previous knowledge of the subject matter. Topics: How complicated is [...]

By |2016-07-20T20:05:26-04:00July 20th, 2016|Categories: Online Resources|0 Comments

Concrete Problems in AI Safety

Rapid progress in machine learning and artificial intelligence (AI) has brought increasing attention to the potential impacts of AI technologies on society. In this paper we discuss one such potential impact: the problem of accidents in machine learning systems, defined as unintended and harmful behavior that may emerge from poor design of real-world AI systems. [...]

By |2017-01-04T00:40:57-04:00June 27th, 2016|Categories: Online Resources|0 Comments

New DRIVE PX 2 Uses Deep Learning and Supercomputing to Enable Cars to Sense Surroundings, Navigate Autonomously

Accelerating the race to autonomous cars, NVIDIA today launched NVIDIA DRIVE™ PX 2 – the world’s most powerful engine for in-vehicle artificial intelligence. NVIDIA DRIVE PX 2 allows the automotive industry to use artificial intelligence to tackle the complexities inherent in autonomous driving. It utilizes deep learning on NVIDIA's most advanced GPUs for 360-degree situational [...]

By |2016-11-19T07:56:28-04:00January 25th, 2016|Categories: Online Resources|Tags: |0 Comments

Yahoo Releases the Largest-ever Machine Learning Dataset for Researchers

Data is the lifeblood of research in machine learning. However, access to truly large-scale datasets is a privilege that has been traditionally reserved for machine learning researchers and data scientists working at large companies – and out of reach for most academic researchers. Research scientists at Yahoo Labs have long enjoyed working on large-scale machine [...]

By |2016-01-20T08:00:47-04:00January 20th, 2016|Categories: Online Resources|0 Comments