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

Who Else Wants to Know the Mystery Behind GANs?

Deep Learning Modeling GANs SAS SAS Blogsposted by ODSC Community October 18, 2021

Generative adversarial networks (GANs) are one of the newer machine learning algorithms that data scientists are tapping into. When I first heard it, I wondered how can networks be adversarial? I envisioned networks with swords drawn going at it. Close… but I can assure you that... Read more

The Warmup Guide to OpenAI Gym

Deep Learning Machine Learning Modeling openai Reinforcement Learningposted by ODSC Team September 24, 2021

Founded in 2015 by Elon Musk, Sam Altman, and several others, OpenAI is a non-profit company dedicated to building friendly AI that is beneficial for everyone. One of its most well-known products is the OpenAI Gym. Gym is a toolkit for developing and comparing reinforcement learning... Read more

How to Get Started with Deep Reinforcement Learning on a Variety of Use Cases

Blogs from ODSC Speakers Conferences Deep Learning Modeling APAC 2021 Reinforcement Learningposted by ODSC Community August 25, 2021

Editor’s note: Maggie is a speaker for ODSC APAC 2021. Check out her talk, “How to Get Started With Deep Reinforcement Learning on a Variety of Use Cases?” there! I, like many others, first heard of reinforcement learning (RL) in the context of games. I watched... Read more

Best Deep Learning Research of 2021 So Far

Deep Learning Modeling Researchposted by Daniel Gutierrez, ODSC August 2, 2021

The discipline of AI most often mentioned these days is deep learning (DL) along with its many incarnations implemented with deep neural networks. DL also is a rapidly accelerating area of research with papers being published at a fast clip by research teams from around the... Read more

Reinforcement Learning: The Next Frontier

Deep Learning Modeling Reinforcement Learningposted by ODSC Community June 23, 2021

Deep Learning in recent years has touched many milestones – convolutional neural networks have surpassed human performance in tasks like object detection, image classification. Transformers are providing awesome results in natural language-based tasks. While these are outstanding achievements, these methods suffer from the fact that they... Read more

Facial Landmarks – a Solution in Deepfakes

Deep Learning Modeling deepfakes Facial Landmarksposted by ODSC Community June 3, 2021

The human face and body are key entities in the task of fake content generation. Particularly when dealing with the human face, apart from detecting the overall face in each image or video, a deepfake solution also needs to focus on the eyes, mouth, and other... Read more

Audio-Visual Speech Enhancement and Separation Based on Deep Learning

Blogs from ODSC Speakers Conferences Deep Learning Modeling Europe 2021posted by ODSC Community May 21, 2021

Imagine being at a cocktail party with your friends. Although you are surrounded by other people having their own conversations and a music band is playing in the background, you are still able to engage with your friends and understand what they are saying. The reason... Read more

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