Developers Machine Learning Tutorials The Simple + Practical Path to Machine Learning Capability: Motivating Background, Fundamental Concepts & Workflow August 24, 2016 / October 9, 2025 by adamdev Hello, friendly human! Welcome to the first in a series of articles about using machine learning to solve problems. We start with fundamental concepts, and later explain how to implement those concepts using Python + TensorFlow code. Then we’ll show how to combine and extend these fundamental concepts to solve more interesting problems. An unproductive […] 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»
