Deep Learning Archives - Page 2 of 18 - Open Data Science - Your News Source for AI, Machine Learning & more

Inversion of 2D Remote Sensing Data to 3D Volumetric Models Using Deep Dimensionality Exchange

Conferences Deep Learning Machine Learning Modeling ODSC Speaker East 2020posted by ODSC Community February 12, 2020

By Graham Ganssle, PhD, Head of Data Science, Expero Inc. Be sure to check out his upcoming talk at ODSC East 2020 this April 13-17, “Inversion of 2D Remote Sensing Data to 3D Volumetric Models Using Deep Dimensionality Exchange,” there! Many companies are continuously exploring for and monitoring the stability of CO2... Read more

Build a First Neural Network

Conferences Deep Learning Modeling ODSC Speaker East 2020 Neural Networkposted by Brandon Rohrer January 31, 2020

Neural networks are weirdly good at translating languages and identifying dogs by breed, but they can be intimidating to get started with. In an effort to smooth this on-ramp, I created a neural network framework specifically for teaching and experimentation. It’s called Cottonwood and this notebook shows how to... Read more

Best Deep Reinforcement Learning Research of 2019

Academic Research Deep Learning Modeling deep reinforcement learning Reinforcement Learningposted by Daniel Gutierrez, ODSC January 15, 2020

Since my mid-2019 report on the state of deep reinforcement learning (DRL) research, much has happened to accelerate the field further. Read my previous article for a bit of background, brief overview of the technology, comprehensive survey paper reference, along with some of the best research papers at that... Read more

Using the CNN Architecture in Image Processing

Deep Learning Modeling cnn architecture Image Processingposted by ODSC Community January 9, 2020

Convolutional Neural Networks (CNNs) leverage spatial information, and they are therefore well suited for classifying images. These networks use an ad hoc architecture inspired by biological data taken from physiological experiments performed on the visual cortex. Our vision is based on multiple cortex levels, each one recognizing more and... Read more

Deep Learning Frameworks You Need to Know in 2020

Deep Learning Modeling 2020 chainer Keras microsoft cognitive toolkit mxnet PyTorch Spark TensorFlowposted by Elizabeth Wallace, ODSC December 30, 2019

Deep learning networks have a mind-boggling ability to learn, so training these models requires massive computing power and intense amounts of data. You’ll need a framework to make that development easier. Deep learning requires massive processing power and lots of data. Because it uses unstructured, often non-text based data, you’ll... Read more

The Most Influential Deep Learning Research of 2019

Academic Research Deep Learning Modeling Research Researchposted by Daniel Gutierrez, ODSC December 23, 2019

Deep learning has continued its forward movement during 2019 with advances in many exciting research areas like generative adversarial networks (GANs), auto-encoders, and reinforcement learning. In terms of deployments, deep learning is the darling of many contemporary application areas such as computer vision, image recognition, speech recognition, natural language... Read more

Generate Websites with Deep Learning

Business + Management Deep Learning Modeling Deep Learning web designposted by ODSC Community November 26, 2019

When it comes to software development, there are two types; one is the back-end the other is the front-end development. As the name suggests, back end development is the development that goes on behind the scenes; it includes everything which the user is not able to see, while the... Read more

Working Towards Planetary Scale Location Insights

Deep Learning Modeling Computer Vision geospatial temporal analysisposted by ODSC Community October 24, 2019

Approaches for making geospatial imagery accessible to (geo)data scientists Recent innovations in agile aerospace have created unique offerings in high cadence satellite imagery. While this is of immense interest to imagery analysts, a significant portion of GIS professionals and geo-data scientists work less with raster data (AKA imagery) and... Read more

Generative Adversarial Networks for Finance

Conferences Deep Learning Modeling ODSC Speaker Europe 2019 GANsposted by ODSC Community October 17, 2019

Financial instruments like options and futures have been around for more than two centuries. Although they became quite notorious during the 2008 stock market turmoil, they serve a real economic purpose for companies around the world. To explain financial... Read more

What You Need to Know about DeepMind’s BSuite

Academic Research Deep Learning bsuite deepmind Reinforcement Learningposted by Elizabeth Wallace, ODSC October 11, 2019

Imagine this. You know that reinforcement learning has been responsible for some of AI’s most significant advancements. You’re in the exploratory phase of implementing your first project. You’d love a way to evaluate whether your RL agent is appropriate for the task you have, something not always apparent without... Read more