Machine Learning Tutorials Adapters: Faster Prediction with Fewer Parameters June 26, 2019 / October 9, 2025 by adamdev Ā Training machine learning models is hard, and training models that perform well is one of the top priorities of any data scientist. However, an often overlooked fact is that once a model is trained, deploying it on a large scale for inference can be another huge challenge in itself! Consider some of the problems […] Read more Ā»
Business Data Science Tutorials Product Feature Spotlight: Discover May 30, 2019 / October 9, 2025 by adamdev In our previous posts from this product feature series, we took a look at how you can easily train custom models with Teach, and delve into its behaviour with Reviewās AI explainability dashboard. But what if youāre not quite sure yet what your labeling strategy should be? Youāll need to explore your data further with […] Read more Ā»
Business Data Science Tutorials Product Feature Spotlight: Review April 25, 2019 / October 9, 2025 by adamdev If you read the first installment of this series introducing our Intelligent Process Automation product modules, youāll know that weāre all about helping you develop machine learning solutions specific to your businessā unstructured content challengesāno generic models here. One of the greatest difficulties with developing deep learning models, however, is that theyāre often a black […] Read more Ā»
Business Data Science Tutorials Product Feature Spotlight: Teach March 11, 2019 / October 9, 2025 by adamdev When it comes to machine learning, clients are rarely satisfied with one-size-fits-all, pre-trained machine learning models. It makes perfect sense. Your business challenges and data are unique to you. At the same time, itās no small feat to get the necessary training data for developing machine learning solutions in place. Generating massive labeled datasets, designing […] Read more Ā»
Machine Learning Text Data Use Case Tutorials Small Data for Big Problems: Practical Transfer Learning for NLP October 11, 2018 by adamdev Yesterday, Indicoās CTO Slater Victoroff held a webinar to discusses modern transfer learning techniques for NLP to help you avoid common pitfalls when working in low-data environments. If you missed it, the slides and video are now available below. Overview Despite all the advancements using AI and machine learning to create value around structured data, […] Read more Ā»
Data Science Developers Machine Learning Text Data Use Case Tutorials Model Finetuning for Fun and Profit September 18, 2018 / October 9, 2025 by adamdev In our last blog post, “Effective Transfer Learning for NLP” we walked through the technological advancements that have made model finetuning practical for natural language processing. In this post, we’ll dive into the details and take a look at how you can start using Indico’s python library, finetune, to try out model finetuning on your […] Read more Ā»
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»
Data Science Developers Text Data Use Case Tutorials Fortnite vs. PUBG: Data Science Lessons Learned May 1, 2018 / October 9, 2025 by adamdev Iād like to preface this post with the fact that what I do on a day-to-day basis isnāt data science. I spend my days building the web-based tools that make using indicoās core tech easier. So when I was asked to do a small data science project and write a post about it, I truly […] Read more Ā»
Announcements Business Developers Tutorials 30 Minutes to Data Scientist: indico at NewCo March 29, 2018 by adamdev Too often, we hear folks lament the huge amount of data typically required to design robust deep learning solutions from the ground up. But…what if you didnāt need to start from zero?Because you really donāt. With tech like transfer learning, itās now viable for you to start with a model that already understands the basics […] Read more Ā»
Tutorials 3D Printing for the Holidays December 19, 2017 / October 9, 2025 by adamdev Itās starting to feel a lot like the holidays at the indicrew office, especially with this awesome indico logo tree topper designed by Tori — artist, maker, and one of our front-end devs š Toriās been dabbling in 3D printing lately — here she walks us through her design process: āSo the inspiration for this […] Read more Ā»