Deep Learning Archives - Page 2 of 16 - Open Data Science - Your News Source for AI, Machine Learning & more

Deep Learning for Speech Recognition

Conferences Deep Learning Modeling West 2018posted by Nathaniel Jermain July 17, 2019

Deep learning is well known for its applicability in image recognition, but another key use of the technology is in speech recognition employed to say Amazon’s Alexa or texting with voice recognition. The advantage of deep learning for speech recognition stems from the flexibility and predicting power of deep... Read more

Using Mobile Devices for Deep Learning

Conferences Deep Learning Deep Learning West 2018posted by Nathaniel Jermain July 12, 2019

A key avenue for deploying deep learning models is a mobile device. The advantage of running models in mobile apps instead of sending them to the cloud is the reduction in latency and the ability to ensure data privacy for users. Despite the variety of deep learning libraries and... Read more

How to Leverage Pre-Trained Layers in Image Classification

Deep Learning Modeling Python leverage pre-trained layersposted by Nathaniel Jermain June 28, 2019

Deep learning models like convolutional neural networks (ConvNet) require large amounts of data to make accurate predictions. In general, sufficient sample size for a ConvNet application would involve tens of thousands of images. Often, only a few thousand labeled images are available for training, validation, and testing. Challenges associated... Read more

Using RAPIDS with PyTorch

Deep Learning Machine Learning Modeling Tools & Languages Deep Learning Machine Learning rapidsposted by RAPIDS June 19, 2019

In this post we take a look at how to use cuDF, the RAPIDS dataframe library, to do some of the preprocessing steps required to get the mortgage data in a format that PyTorch can process so that we can explore the performance of deep learning on tabular data and... Read more

Visualizing Your Convolutional Neural Network Predictions With Saliency Maps

Deep Learning Modeling Deep Learningposted by Nathaniel Jermain May 29, 2019

In many cases, understanding why the model predicted a given outcome is a key detail for model users and a necessary diagnostic to insure your model makes decisions based on the correct features. For example, if you built a convolutional neural network that performed well at predicting damaged products... Read more

Deep Learning Research in 2019: Part 2

Deep Learning Deep Learning Researchposted by Luke Coughlin May 24, 2019

The deep learning revolution has continued to expand in 2019, affecting a wide range of fields from neuroscience to social media and more. In practical as well as theoretical applications, deep learning is growing more advanced and more influential. Below are some of the most interesting research papers published... Read more

Watch: Applications of Deep Learning in Aerospace

Conferences Deep Learning ODSC Speaker Conferences Deep Learningposted by ODSC Team May 14, 2019

Recent advances in machine learning techniques such as deep learning (DL) have rejuvenated data-driven analysis in aerospace and integrated building systems. DL algorithms have been successful due to the presence of large volumes of data and its ability to learn the features during the learning process. The performance improvement... Read more

How to Choose Machine Learning or Deep Learning for Your Business

Accelerate AI Deep Learning Machine Learning Accelerate AI Deep Learning Machine Learningposted by Elizabeth Wallace, ODSC May 2, 2019

AI is the future, or so you’re hearing. Every day, news of another organization leveraging AI to produce business outcomes that outstrip competition hit your inbox, but your company either hasn’t started at all or is mired in the discussion. AI, machine learning, and deep learning are sometimes used... Read more

Come See Our Talk on MATLAB and TensorFlow: 3 Ways to Enhance TensorFlow with MATLAB

Deep Learning ODSC Speaker Deep Learning ODSC Speakerposted by ODSC Team April 25, 2019

Shounak Mitra, MathWorks’ Product Manager for Deep Learning Toolbox, will be presenting “everything but the training” at ODSC on Thursday, May 2nd at 2 PM in Room 202. Here are some of the highlights of the talk and why you should attend. In AI and deep learning workflows, a... Read more

ODSC East DeepOps: Building an AI First Company

Deep Learning Guest contributor Modeling ODSC Speaker Deep Learningposted by Yuval Greenfield April 23, 2019

I’ve spoken to over a hundred AI companies as part of my job at MissingLink.ai and the result of analyzing their experiment, data and compute workflows. Certain challenges were a common theme across many teams – the solutions to these is a concept we call “DeepOps”, deep learning operations.... Read more