Image Data Use Case Indico Text Data Use Case Tutorials REā¢WORK Deep Learning Interview with indico CEO Tom Wilde July 18, 2018 by adamdev How can businesses with limited amounts of training data still benefit from using deep learning on their unstructured content, and how can they assess ROI on their deep learning investments? How are companies dealing with the current shortage of data scientists? How can we develop deep neural networks that are less black box-like? In this […] Read more Ā»
Developers Hackathon Spotlight Image Data Use Case Inspiring Hack Projects: ContextCam April 12, 2017 / October 9, 2025 by adamdev One of our core values as a company is about giving back and supporting our community. We regularly sponsor hackathons (over 10 so far this year!) to encourage students to get started in the exciting world of machine learning. Recently, we sponsored HackPrinceton. We found Waseem Khan’s ContextCam project particularly interesting, so we reached out […] Read more Ā»
Business Developers Image Data Use Case Tutorials Auto-tagging Interior Design Styles March 9, 2017 / October 9, 2025 by adamdev Sorting content into categories is a key task for recommendation systems, as well as for general data management. Weāve talked a lot about text data lately — for example, using topic tags to improve article suggestions for your readership, and how you can build a custom text classifier for your specific industry or task. We […] Read more Ā»
Business Developers Image Data Use Case Tutorials Deep Learning in Fashion (Part 3): Clothing Matching Tutorial August 9, 2016 / October 9, 2025 by adamdev In Part 2 of this series, we discussed how e-commerce fashion sites typically make clothing recommendations based on image similarity (hereās a great tutorial on how to do that, by the way). But what if you could also recommend products based on how well they matched with a past purchase? We built a fashion matching […] Read more Ā»
Business Image Data Use Case Machine Learning Deep Learning in Fashion (Part 2): Matching Recommendations August 4, 2016 by adamdev Online clothing stores typically recommend products by looking at their customersā past purchases or searches, and then suggest items that look similar to those products. Perhaps thatās a good strategy when youāve only been searching for, say, a striped shirt and havenāt bought one yet. But what if youāve just bought a striped shirt — […] Read more Ā»
Business Image Data Use Case Machine Learning Deep Learning in Fashion (Part 1): Transfer Learning August 2, 2016 by adamdev Transfer learning is one of the most powerful capabilities in the deep learning toolkit because you only need “small data” as opposed toĀ “Big Data”.Ā It’s a technique that allows us to take a deep neural network trained to solve one task (like recognizing objects and logos in an image),Ā and efficiently tweak it to perform another task, […] Read more Ā»
Business Image Data Use Case Text Data Use Case How Machine Learning is Shaping Digital Marketing June 6, 2016 / October 9, 2025 by adamdev Last week Dan Kuster held a workshop at General Assembly Boston on how machine learning is changing — and improving — the way digital marketers do their jobs. Video and slides below. Overview Machine learning allows a marketer to target people based on an actual understanding of their interests, habits, and personality, rather than typical […] Read more Ā»
Developers Image Data Use Case Tutorials Exploring Computer Vision (Part III): Improving Security Cameras with Machine Learning February 29, 2016 / October 9, 2025 by adamdev Welcome back to our three part series on computer vision. In the previous posts, we discussed convolutional neural networks (CNNs) and how transfer learning allows us to reuse pre-trained CNNs. This post will assume that you have a basic understanding of CNNs and transfer learning; we encourage you to reread the first two posts if […] Read more Ā»
Developers Image Data Use Case Tutorials Stock Image Similarity with Image Features (or How a Program is More Fashionable than Me) January 11, 2016 / October 9, 2025 by adamdev Recognizing patterns comes naturally to us. Whether weāre learning a new language, guessing the artist of a song weāre hearing for the first time, or even recognising an old friend, our brains use patterns to simplify complex mental tasks. In fact, our brains are so hardwired to use pattern recognition as a shortcut, we even […] Read more Ā»
Image Data Use Case Machine Learning Tutorials Regressor Based Image Stylization March 20, 2015 / October 9, 2025 by adamdev We’re happy to showcase a side project from our Head of Research, Alec Radford. Using regression based machine learning techniques, he’s recently released an open-source image stylization library, stylize, for Python. Feel free to check out the repo and play with the code there! Here’s what he has to say about it: Inspired by the […] Read more Ā»
