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2021 Top Trending Machine Learning Topics

Machine Learning Modeling cybersecurity Federated Learning Meta-Learning MLOps nlu Real-Time TensorFlowposted by Sheamus McGovern July 27, 2021

Thanks to insights from our ODSC West researchers, attendees, and instructors we’ve pulled together some of the trending machine learning topics of 2021. We’re excited to host some of the leading experts and top contributors in each of these topics. Here are a few of our... Read more

Best Machine Learning Research of 2021 So Far

Machine Learning Modeling Researchposted by Daniel Gutierrez, ODSC July 19, 2021

The start of 2021 saw many prominent research groups extending the state of machine learning science to consistently greater heights. In my efforts to keep pace with this accelerated progress, I’ve noticed a number of hot topics that are gaining the attention of researchers: explainable/interpretable ML,... Read more

The Rapid Evolution of the Canonical Stack for Machine Learning

Guest contributor Machine Learning Modelingposted by ODSC Community July 13, 2021

Just a few years ago, almost nobody was building software to support the surge of new machine learning apps coming into production all over the world. Every big tech company, like Google, Lyft, Microsoft, and Amazon rolled their own AI/ML tech stack from scratch. See the... Read more

Top 5 Applications of Machine Learning in Healthcare

Business + Management Guest contributor Healthcare Machine Learningposted by ODSC Community July 13, 2021

Machine learning (ML) is a branch of artificial intelligence (AI), where computer systems independently find solutions to complex problems using recurring patterns in databases. Put differently, machine learning helps IT systems to recognize patterns from existing algorithms and datasets, then go ahead and develop appropriate solutions.... Read more

The Paladin, the Cleric, and the… Reinforcement Learning?

Machine Learning Modeling Gaming Reinforcement Learning Video Gamesposted by Alex Landa, ODSC July 12, 2021

Data science and artificial intelligence are everywhere. So are video games. It’s no surprise that it was only a matter of time until people started getting creative with combining the two in unique ways. And no, I’m not talking about improving in-game AI (because clearly, Skyrim... Read more

Up Your Game with OpenAI Gym Reinforcement Learning

Featured Post Machine Learning Modeling OpenAI Gym Reinforcement Learningposted by Sheamus McGovern July 7, 2021

Reinforcement learning is currently one of the most promising methods in machine learning and deep learning. OpenAI Gym is one of the most popular toolkits for implementing reinforcement learning simulation environments. Here’s a quick overview of the key terminology around OpenAI Gym. https://gym.openai.com/videos/2019-10-21--mqt8Qj1mwo/LunarLander-v2/original.mp4 Source What is... Read more

Show Me the Data: 8 Awesome Time Series Sources

Machine Learning Modeling Time Seriesposted by Sheamus McGovern July 6, 2021

Thanks to the Internet of Things, smart cities, e-health, autonomous machines, and other innovations, time series datasets are being produced in even more massive quantities. It can be used for econometrics, trend detection, pattern recognition, predictions, and is an essential ingredient in statistics, machine learning, and... Read more

Concept Drift 101

Guest contributor Machine Learning Modeling Concept Driftposted by ODSC Community June 20, 2021

Our world is constantly changing and what’s considered true and obvious today may not be so tomorrow. This is particularly true in the world of machine learning models. The objective of machine learning models is to extract patterns from past data and use them to predict... Read more

First Steps Before Applying Reinforcement Learning for Trading

Conferences Machine Learning Modeling ODSC Speaker Europe 2021 Reinforcement Learningposted by ODSC Community May 27, 2021

There are many methodologies in algorithmic trading — from automated trade entry and close points based on technical and fundamental indicators to intelligent forecasts and decision making using complex maths and, of course, artificial intelligence. Reinforcement learning here stands out as a Holy Grail — no... Read more

Top Machine Learning Talks Coming to ODSC Europe 2021

Conferences Featured Post Machine Learning Europe 2021posted by ODSC Community May 24, 2021

Machine learning and deep learning are cornerstones of the data science industry. As such, not only is it important to have a firm foundation in these topics, it is essential to keep up-to-date on the latest advancements. At ODSC Europe 2021 this June 8th-10th, there will... Read more