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 Text Data Use Case Tutorials Recognizing Emotion in Text with Machine Learning (No Code Required) June 15, 2016 / October 9, 2025 by adamdev Hey guys! I’m Julie, Director of Ops,Ā back for a quick tutorial of two awesome new offerings we’ve built for you.Ā I’m on the non-technical / cat loving side of things so I break it down a bit.Ā I also run the Machine Learning Without a PhD group on LinkedIn where jargon isn’t allowed. Feel free to join […] Read more Ā»
Machine Learning Tutorials The Good, Bad, & Ugly of TensorFlow May 9, 2016 / October 9, 2025 by adamdev A survey of six months rapid evolution (+ tips/hacks and code to fix the ugly stuff) We’ve been using TensorFlow in daily research and engineering since it was released almost six months ago. We’ve learned a lot of things along the way. Time for an update! Because there are many subjective articles on TensorFlow and […] Read more Ā»
Machine Learning Tutorials TensorFlow Data Input (Part 2): Extensions & Hacks May 2, 2016 by adamdev In Part 1 of this mini series, we explored various methods of data input for machine learning models using TensorFlow. In this article weāll discuss a hybrid approach of those methods that allows for faster training, as well as some extensions to the demo in Part 1. A Hybrid Approach While great in theory, the […] Read more Ā»
Machine Learning Tutorials TensorFlow Data Input (Part 1): Placeholders, Protobufs & Queues April 25, 2016 by adamdev TensorFlow is a great new deep learning framework provided by the team at Google Brain. It supports the symbolic construction of functions (similar to Theano) to perform some computation, generally a neural network based model. Unlike Theano, TensorFlow supports a number of ways to feed data into your machine learning model. The processes of getting […] Read more Ā»
Developers Text Data Use Case Tutorials Tutorial: Using indico’s Machine Learning API (for Beginners) April 5, 2016 by adamdev About this Tutorial This tutorial assumes you have no programming experience and do not have a development environment. It will guide you through setting up a development environment and producing the code to access advanced machine learning solutions. If you run into any issues while following this tutorial, please feel free to create an issue […] Read more Ā» beginner linux machine learning osx Python ubuntu windows
Business Data Science Tutorials A Fast Method to Stream Data from Big Data Sources March 14, 2016 / October 9, 2025 by adamdev Maybe you’re training a machine learning model on a really big dataset. Perhaps you’ve got a big database dump and you want to extract some information. Or maybe youāre crawling web scrapes or mining text files. Modern computers are really quite powerful for processing streams of data. You shouldn’t have to resort to a Hadoop […] Read more Ā»
Machine Learning Tutorials Getting Started with MXNet March 7, 2016 / October 9, 2025 by adamdev So many other frameworks exist, why MXNet? MXNet is a modern interpretation and rewrite of a number of ideas being talked about in the deep learning infrastructure. It’s designed from the ground up to work well with multiple GPUs and multiple computers. When doing multi-device work in other frameworks, the end user frequently has to […] 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 Text Data Use Case Tutorials Make Content Recommendations Better With Machine Learning February 7, 2016 / October 9, 2025 by adamdev How many times have you sent an article to a friend or family member because you knew they’d like it? Ā What made you decide to press that “share” button? Ā MaybeĀ the article was really well written and the topic was relevant to the personās interests. Maybe it was about something you were just talking about with […] Read more Ā»
