ODSC Speaker Archives - Open Data Science - Your News Source for AI, Machine Learning & more

Is Babel’s Data Tower Compatible With Centralized ML Solutions?

Conferences Modeling ODSC Speaker Europe 2019posted by ODSC Community November 14, 2019

Does data have a common language? Data structure and its content reflect the technological domain where the data comes from. The available technology is a relevant aspect to be considered. Professionals usually create databases by using the tools which are available in the digital market. Therefore, most of the... Read more

Creativity Inspired Zero-shot Learning

Conferences Machine Learning Modeling ODSC Speaker Computer Vision zero-shot learningposted by ODSC Community November 5, 2019

Zero-shot learning (ZSL) aims at understanding unseen categories with no training examples from class-level descriptions. To improve the discriminative power of zero-shot learning, we model the visual learning process of unseen categories with inspiration from the psychology of human creativity for producing novel art. We relate ZSL to human... 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

Automating Image Annotation with MAX

Conferences Machine Learning Modeling ODSC Speaker image annotation model asset exchange West 2019posted by ODSC Community October 16, 2019

This blogpost introduces a use-case example to automate image annotation with MAX (Model Asset Exchange). To learn more about how our deep learning models are created, containerized, and deployed to production, come join our training at ODSC West 2019: Deploying Deep Learning Models as Microservices. Introduction The Model Asset Exchange... Read more

Three Methods of Data Pre-Processing for Text Classification

Conferences Modeling ODSC Speaker Tools & Languages Workflow pre-processingposted by Nick Acosta October 16, 2019

Editor’s Note: Nick will be presenting on this idea of data pre-processing during the workshop “Choosing The Right Deep Learning Framework: A Deep Learning Approach,” at ODSC Europe in London this November! As a developer advocate at IBM, I work to empower AI, machine learning, and deep learning developers... Read more

Composable Machine Learning

Conferences Machine Learning Modeling ODSC Speaker West 2019posted by ODSC Team October 14, 2019

Even as machine learning (ML) algorithms become more sophisticated and powerful, the way ML teams build ML systems hasn’t changed much. In this article, we’ll explain the need for composable machine learning systems. First, take a look at the old, inefficient way. Once the team figures out the task... Read more

Applications of AI in Cybersecurity

Conferences Machine Learning Modeling ODSC Speaker cybersecurityposted by Dustin Burns October 10, 2019

Editor’s Note: See Dustin’s talk “Applications of AI in Cybersecurity” at ODSC West 2019. Security has historically lagged behind the implementation of new technology. With AI/ML transforming how industries and government agencies do business and serve citizens, it is critical that developers build security into our architectures from the... Read more

It’s About Time. Designing a Streaming Architecture For High Frequency Sensor Data

Conferences Modeling ODSC Speaker West 2019posted by Heather Gorr October 8, 2019

Time is precious, short, relative and complicated… especially when managing streaming applications, where calculations are performed in near-real-time. Even more challenges arise when data come from sensors and are sampled at different rates and high frequencies. Machine and deep learning algorithms are often incorporated and have different mathematical assumptions... Read more

ODSC West 2019 Preview: Get Started with Deep Learning (by Trying It!)

Conferences ODSC Speaker West 2019posted by Renee Qian October 8, 2019

There are lots of ways to get started learning deep learning. The best we’ve found is to dive in with examples! If you’re attending ODSC West, you can get your hands dirty at the 1.5-hour workshop: Practical Deep Learning. Bring your laptop for hands-on examples training a deep learning... Read more