Deep Learning Guides, Tutorials, Research, and Use-Cases

Adversarial Image Explanation Through Alibi

Deep Learning Modeling Adversarial Image Explanation Computer Vision Europe 2021posted by ODSC Community May 7, 2021

Deep learning-based computer vision has plenty of real-life applications. In particular, Convolutional Neural Network (CNN) architectures are commonly used across multiple CV tasks as they have high accuracy. But their strength leads also to a weakness point, as a little perturbation to an input image/frame can... Read more

Music to My Mechanical Ears: Exploring the Rimworld of Sound Space: Episode 1

Deep Learning Modeling Europe 2021 GANs Generative adversarial networksposted by ODSC Community April 29, 2021

Music has been a way for us to express ourselves for quite a while now. And as we evolve, our society evolves, our technology evolves, and also, our instruments evolve. Last century we started using electronics to create music and this has provided us with so... Read more

Brand Voice: Deep Learning for Speech Synthesis

Blogs from ODSC Speakers Conferences Deep Learning Modeling East 2021posted by ODSC Community March 1, 2021

The production of artificial natural-sounding human speech is a fascinating topic due to its complexity and surprising results, with applications that range from chatbots to the automatization of audio content in news media. One obvious example of a Text-to-Speech (TTS) application for news media is a... Read more

Fake News: Where Do We Stand in the Fight Against Disinformation

Conferences Deep Learning Modeling COVID 19 East 2021 Fake Newsposted by ODSC Community February 23, 2021

If you’re familiar with conspiracy theories regarding COVID-19 vaccines, Barack Obama’s birthplace, or Hillary Clinton’s ties to “Pizzagate”, you’ve experienced only a fraction of contemporary disinformation. With the rise of social media and its capacity for viral posts and fake news, disinformation campaigns have become a common... Read more

PyTorch Lightning: From Research to Production, Minus the Boilerplate

Blogs from ODSC Speakers Conferences Deep Learning Modeling East 2021 PyTorch Lightningposted by ODSC Team February 23, 2021

The following post introduces PyTorch Lightning, outlines its core design philosophy, and provides inline examples of how this philosophy enables more reproducible and production-capable deep learning code. What is PyTorch Lightning? PyTorch Lighting is a lightweight PyTorch wrapper for high-performance AI research. Simply put, PyTorch Lightning... Read more

Why TensorFlow Will Stand Out on Your Resume in 2021

Data Visualization Deep Learning Machine Learning TensorFlowposted by Alex Landa, ODSC November 23, 2020

You have likely heard about TensorFlow in the machine & deep learning circles for quite a while now, and for good reason. This Google-developed framework excels where many other libraries don’t, such as with its scalable nature designed for production deployment. With that, here are just... Read more

Understanding the Temporal Difference Learning and its Predication

Deep Learning Modeling temporal difference learningposted by ODSC Community November 12, 2020

The temporal difference learning algorithm was introduced by Richard S. Sutton in 1988. The reason the temporal difference learning method became popular was that it combined the advantages of dynamic programming and the Monte Carlo method. But what are those advantages? This article is an excerpt from the... Read more

Deep Learning-Driven Text Summarization & Explainability with Reuters News Data

Deep Learning Modeling NLP/Text Analytics Explainability Text Summarization Transfer Learning West 2020 xplainable AIposted by ODSC Community September 28, 2020

Editor’s note: At ODSC West 2020, Nadja Herger, Nina Hristozova, and Viktoriia Samatova will hold a workshop focused on text summarization and that will allow you to automatically generate news headlines powered by Reuters News, and learn about the power of transfer learning and explainable AI.... Read more

Why I Love Keras and Why You Should Too

Blogs from ODSC Speakers Conferences Deep Learning Modeling Keras West 2020posted by ODSC Community September 9, 2020

I started working with Deep Learning (DL) in the 2016 – 2017 time frame when the framework ecosystem was much more diverse and fragmented than it is today. Theano was the gold standard at the time, Tensorflow had just been released, and DeepLearning4j was still being... Read more

Active Learning: Why Some Data Are More Equal Than Others

Deep Learning Modeling active learning Europe 2020posted by ODSC Community September 7, 2020

This article discusses active learning and how it can help streamline the data annotation process. Artificial Intelligence is a technology that thrives on two kinds of fuel – computing power and data. Their increasing affordability is the driving force behind the recent AI boom. In fact,... Read more