
Time Series Signal Classification using Computer Vision
Classifying time-series signals is a surprising and cool use-case of image classification. In this post, we show you one way to do that, by solving the kaggle whale sound classification challenge using image classification.

Glossary of Computer Vision Function Types
Computer vision can be a reliable way to search, identify, and categorize many images in a matter of moments. We define various types of computer vision to get you a better sense of how much you can do with it.

Are Bounding Boxes Necessary for Object Detection?
In this article, we explain how to make object detection – which counts items in images or video frames – more efficient. To do this, we compare two platforms that use different object detection methods: Nyckel and Vertex AI.

9 Ways to Use a Data Engine to Improve Your ML Model
You can improve ML systems in two ways: better models or better data. This article looks at how to improve your data by finding and annotating hard-to-classify cases.

A Quick Guide to Semantic Image Search (with Examples)
Search engines continue to get better at understanding what exactly we’re looking for when we search. Today, this also includes when we search image databases. Learn about semantic image search and how companies can use it to support a better user experience.

Pulse for Good Uses ML to Turn Cumbersome System into Showstopping Product Feature
Nyckel was so remarkably easy. My two other co-founders, who aren’t technical, were able to jump in and quickly annotate the customer feedback by its type and sentiment to train the model. – Blake Kohler, CEO, Pulse for Good

Gardyn Reduces Workload by 70%, Grows 2x After Implementing Computer Vision
Because of the way Nyckel does things, the model trains immediately. This was rather shocking and awesome! The time between me seeing Nyckel on a Google search and having a model was a few minutes. - Sunil Rawal, AI Lead, Gardyn

What Features Does Your Manual Content Moderation Tool Need?
Automated content moderation helps you review large volumes of UGC quickly and efficiently. But even the most sophisticated tools aren’t perfect and still require some level of manual review. We outline the features to consider adding to your manual content moderation tool.

The Ever-Growing Landscape of Content Moderation AI Platforms
There’s a wider variety than ever of content moderation AI services available. Knowing your exact needs will help you find the platform that’s right for your specific business needs.

How Reddit Could Use Machine Learning to Better Moderate Subreddits
Subreddit moderators don’t have an easy job. We experimented to see how Reddit could use to Nyckel to moderate r/EarthPorn images quickly and effectively.

Service Oriented Design Applies to ML Too
The way we’re building ML solutions today runs contrary to system design best practices. Thinking holistically about ML as a service yields designs that are cleaner technically and better organizationally.

Multi-Class Classification vs. Multi-Label Classification: Key Differences & How to Choose
One of the first steps before creating a new classification function is to decide whether to use multi-class classification or multi-label classification. In this article, we’ll cover the differences between the two types of classification and help you choose which approach makes the most sense for your problem.

Smarter, Faster, Automated Image Organization
Nyckel's real-time API for custom machine learning is a game-changing to for digital asset management. Here is why.

Best practices for AI content moderation
How do you train, configure, integrate, and monitor an AI-based content moderation system such that it gives your users the best experience while protecting your bottom line?

How to Approach Multilingual Content Moderation
A lot of the internet's content is in non-mainstream languages. We look at some things to consider when building content moderation models for multi-lingual content.

Why Content Moderation is Important for Your Business
Some examples of how content moderation can benefit your business in unexpected ways.

What is class-balance drift, and why does it matter for content moderation?
Class-balance drift can degrade your auto content-moderation system. We look at what it is, how to track it, and what to do when it occurs.

How What’s That Charge 4x’d It's Revenue Using Nyckel Auto-Moderation
AI-powered auto-moderation allowed quicker release of more content to our public repository of credit card charges, driving a 4x increase in Ad revenue. – Jeremy Schneider, Co-founder, WTC

Same Same But Different: Content Moderation at Facebook, Twitter, TikTok, and Reddit
The four platforms have different ways of balancing free speech against misinformation. We take a close look at their methods.

Whac-a-Spammer - How to Deal with Bots on Your Site
Bots posting content to your site can be a scourge. Stay one step ahead of them with these tips, tools, and tricks.

The Long Tail of Content Moderation Use-Cases
Beyond Spam, NSFW and violence are a long tail of situations that require content moderation across gaming, dating, e-commerce and children's platforms.

What is Content Moderation?
Content Moderation is critical when hosting user generated content. We break down the basic concepts and solutions.

4 Steps to Improved Content Moderation
Progress through blacklists and pre-trained AI's to full custom-AI content moderation.

Building a Recommender system using the Nyckel API.
We break down the components of a Recommender system and show how ot set this up using the Nyckel API.

Content Moderation using SurgeAI's Toxicity Dataset
Train a text classification model for content moderation using SurgeAI's toxicity dataset.

How SPYSCAPE Added Magic Into Their AR Game Using Nyckel
Literally over the space of ten minutes, I created a Nyckel account, threw some random images at it… and it blew my mind! It was spooky-accurate! – Gwyn Morfey, SPYSCAPE Tech Lead

How Taimi, the worlds largest LGBTQI+ dating community, used Nyckel for custom content moderation.
Our average moderation time went down by three times, auto moderation coverage increased four times, and accuracy imporoved to 96%! – Vladislav Yavorskyi, Moderation Manager, Taimi

How Startup Accelerator Gust Trained a Custom Spam Filter using Nyckel
It was wonderful and saved us a ton of time. We finally got rid of spam profiles that were draining our site ranking, bothering customers, and giving us a general headache! – Peter Swan, CEO, Gust

IAB Classification of Text and Images Using Machine Learning
IAB is a content taxonomy that is used by content publishers to organize their content in a consistent way. In this post we show you how to classify text and image content into IAB categories without any labeled data.
A Quick Look at Text Search Functions
See some of the creative ways to add smarts to your application with Text Search

Custom AI-Assisted Content Moderation
Online communities need content moderation to thrive, but the diversity of the internet is not fully served by general purpose content moderation APIs. We lay out the need for custom AI-assisted content moderation, look at what such a moderation pipeline would look like, and show how Nyckel makes it significantly easier to build such a pipeline.
ML is Just a Developer Tool
... at least for now

Introducing Nyckel Image Search Functions
Nyckel Image Search functions enable cross-modal semantic search of images and text using the latest Deep Learning technology. Get started with a few simple API commands.
Machine Learning on Tabular Data with Nyckel
Nyckel releases a new feature to create Machine Learning models for tabular data in minutes.

Nyckel Accepted to Y Combinator (W22)
Nyckel has been accepted to Y Combinator batch of Winter 2022!

Machine Learning is Still Too Hard for Software Engineers
Machine Learning has made huge strides in the last few decades, but it remains largely inaccessible to the average developer. This post examines some of the reasons why.

A top 3% score in the Kaggle Titanic Challenge using Transformers
In this post we show how to make a top 3% submission on the Kaggle Titanic Challenge using Transformers
Local Development and Validation of Nuget Packages
Learnings from setting up a local development workflow for developing and validating nuget packages

AutoML benchmark: Nyckel vs Google vs Huggingface
A comparison of accuracy, training times, and invoke latencies for three major AutoML engines
AutoML Comment Moderation in a Rails App
Using machine learning to help curate user content

Add Image Classification Using Machine Learning to a Web App With a Single Line of Code
Inspired by a scene from HBO's Silicon Valley, I decided to build a website that identifies whether a photo is of a hot dog.

How to Add Custom Image Classification To Your Application Using Machine Learning (The Easy Way!)
It’s often valuable to be able to programmatically classify an image into a category. This post explains how you can use Nyckel to do that in minutes.