Business Developers Tutorials Creating Personalized Content Filters with CrowdLabel April 26, 2017 / October 9, 2025 by adamdev We are all inundated with information. Even in a Google-powered world, where itās relatively easy to find any type of content that we may seek, it can sometimes still take significant effort to pore through the search results and find the specific pieces we are interested in. For instance, say youāre interested in wearable tech. […] 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 Tutorials Building a Bot to Answer FAQs: Predicting Text Similarity February 15, 2017 / October 9, 2025 by adamdev In our previous tutorial on customer support bots, we trained a bot using the Custom Collection API to direct customers to the team member who is best suited to assist them with their problem or query. The bot improved our teamās response times as we no longer had to rely on a human facilitator (who […] Read more Ā»
Business Developers Tutorials Tutorial: Analyze Excel Files with indico January 17, 2017 by adamdev The goal of this tutorial is to help you analyze your own Excel data using indicoās machine learning APIs — even if you have little programming experience! At the end of this tutorial you will be able to take the data from your .xlsx (Excel) files, analyze them using any of our text APIs, and […] Read more Ā»
Business Developers Tutorials Building a Bot for Better Customer Support November 28, 2016 by adamdev In a startup, we wear many hats. Operations does a little bit of sales, marketing does a little bit of quality assurance, engineering contributes to the blog…and everyone takes pride in helping out with customer service. For many months, we had one person managing questions we received through our little Intercom chat window (you know, […] 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 SAS: The Unreasonable Benefits of Deep Learning July 28, 2016 / October 9, 2025 by adamdev Earlier this month, Dan gave a talk at Sentiment Analysis Symposium discussing why businesses should consider adopting deep learning solutions. His slides and a video of the presentation are available for those of you who couldn’t make it — if you have any questions, click the little chat bubble at the bottom right hand corner […] Read more Ā»
Business Machine Learning Semi-supervised Feature Transfer: The Practical Benefit of Deep Learning Today? July 13, 2016 / October 9, 2025 by adamdev In this case study, we evaluate four different strategies for solving a problem with machine learning. In terms of both technical performance and practical factors like economics and amount of training data required, customized models built from semi-supervised “deep” features using transfer learning outperform models built from scratch, and rival state-of-the-art methods. Featured on KDnuggets. […] Read more Ā»
