Parallel Domain (PD) synthetic data improves performance on optical flow tasks by 18.5% by matching flow magnitudes. — Authors: Camille Ballas, Michael Stanley, Phillip Thomas, Lars Pandikow, Michael Galarnyk Optical flow is defined as the task of estimating per-pixel motion between video frames. Optical flow models take two sequential frames as input and return as output a flow vector that predicts where each pixel in the first frame…

Authors: Michael Galarnyk, Nate Cibik, Omar Maher, Phillip Thomas There are many ways synthetic data can improve perception applications. The problem is that there aren’t a lot of widely known resources out there for learning how to get the best possible results when using synthetic data. …

To train a machine learning model, you need data. Data science tasks aren’t usually a Kaggle competition where you have a nice large curated dataset that comes pre-labeled. Sometimes you have to collect, organize, and clean your own data. This process of collecting and labeling data in the real world…

A Jupyter Notebook is an open source application used throughout academia and industry. The interactive computing application consists of cells that render explanatory text written using the Markdown…

My first AI Blueprints tutorial went over the types of recommendation systems and how to create a recommendation system using a Blueprint without writing model code. One of the lessons learned was how easy it was to create and scale an ML pipeline. AI Blueprints can not only be used…

My first AI Blueprints tutorial went over the types of recommendation systems and how to create a recommendation system using a Blueprint without writing model code. One of the lessons learned was how easy it was to create and scale a ML pipeline. AI Blueprints can not only be used…

There is a lack of expertise in creating and managing ML pipelines making it more difficult for organizations to become AI driven. In order to solve this challenge, cnvrg.io launched a new solution called AI Blueprints which is an increasingly comprehensive set of customizable machine learning pipelines ready-to-use in any…

The Twitter API allows you to do many things including retrieve tweet data. In order to access this data, you need a developer account. Using the Twitter API should be an easy thing, but sometimes pictures and simple code can save you some frustration. This tutorial goes over: How to…

Whether you are new to industry, an industry veteran, or an academic, conferences are a great way to learn about the latest and greatest in industry as well as network. In the data science/machine learning field, there are many great conferences that make at least part of their content freely…