Image Classification Benchmark: Google, AWS, Hugging Face & Nyckel

We benchmark Nyckel against leading AutoML providers using several public datasets. We evaluate performance, training time, latency, throughput, and developer experience.
mugshot Andrew Tate
Posted May 2023
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Posts

PyTorch Image Classification: A Step-by-Step Guide (+ An Alternative Method)

Dive into a comprehensive overview of PyTorch image classification. Then, learn how you can solve image classification tasks with Nyckel to help you choose the best machine learning approach for your use case based on your ML needs and expertise.
Becca Miller
Posted Nov 2023
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A Step-by-Step Guide to Keras Image Classification (+ An Alternative Method)

Dive into a comprehensive overview of Keras image classification. Then, learn how you can solve image classification tasks with Nyckel to help you identify the best fit for your use case based on your requirements and ML expertise.
Becca Miller
Posted Nov 2023
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What Is Image Recognition? (And How Does It Differ From Image Classification?)

Image recognition is a term often used to describe using machine learning or computer vision to recognize and identify what’s in an image. Even though people use the term image recognition frequently, its meaning is vague, which can cause confusion and misunderstanding. This post explores image recognition and what people usually mean when they say it.
mugshot George Mathew
Posted Nov 2023
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Customized Auto-Tagging for Digital Asset Management

AI-driven auto-tagging of digital assets (like images) enables search, discovery, and content-based workflows. Generic auto-tagging can be frustrating because it doesn't handle the specific tags you are interested in. Custom trained auto-tagging models can help, and these models can be trained in minutes, with minimal data, and without any AI expertise.
mugshot George Mathew
Posted Oct 2023
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Introducing Invoke Capture - Automatically Gather Important Data to Improve Your Model

A machine learning model is only as good as the data it is trained on. At Nyckel, our goal is to give you have the tools to keep your data fresh, correct, and up to date. To this end, we are excited to introduce our newest feature: invoke capture - automatically and intelligently capture important data to improve your model.
mugshot Oscar Beijbom
Posted Oct 2023
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What Is Image Classification? A Comprehensive Overview for Developers & Product Teams

Image classification is a fundamental technology in today's data-driven world. In this guide, we provide insights into how image classification works and discuss how you can leverage it to enhance your company’s competitive edge.
mugshot George Mathew
Posted Oct 2023
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Logo Identifier: How to Detect Your Logo With a Custom Image Classifier

Your brand is one of your most valuable assets as a business, so it’s important to monitor and protect all visual representations of your brand, especially your logo. In this article, we share how your business can quickly and easily create a logo identifier to detect images containing your logo.
Becca Miller
Posted Oct 2023
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AI Image Detector: Can You Use Image Classification to Spot the Fakes?

Thanks to recent advancements in AI, we’ve seen remarkable quality improvements in AI-generated images. However, these improvements have also led to growing concerns about identifying authentic and trustworthy images. This article explores if we can create an AI image detector with Nyckel image classification.
Becca Miller
Posted Sep 2023
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End-to-End AutoML: Your AutoML Platform Should Span the Entire ML Development Lifecycle

AutoML platforms automate the work required to train an ML model. However, training a model is a small part of the ML development lifecycle. An end-to-end AutoML platform that handles all aspects of ML development can provide significant benefits.
mugshot George Mathew
Posted Jun 2023
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What's Best for Content Moderation? Blacklists vs. Pre-Trained ML vs. Custom ML (A Benchmark)

In this post, we compare the accuracy of various content moderation approaches — blacklists, pre-trained ML models, and custom-trained ML models — on a public Kaggle dataset.
mugshot George Mathew
Posted Apr 2023
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Why Narrow AI is Better Than GPT-4 For Machine Learning-Driven Decisions

GPT-4 is impressive. Yet, there are better tools available (including Nyckel) that are tailored to the unique needs of software developers and product teams who need an API for machine learning-driven decision making.
mugshot Oscar Beijbom
Posted Apr 2023
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Are Bounding Boxes Necessary for Object Detection?

Bounding boxes are usually used to annotate data for object detection. However, they are hard to annotate and are not required for all object detection use cases. In this post, we examine where bounding boxes are unnecessary and compare them to center points, which are significantly easier to annotate.
mugshot George Mathew
Posted Mar 2023
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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.
mugshot George Mathew
Posted Jan 2022
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Hierarchical Image Classification vs. Flat Classification: What Does Your ML Task Need?

In this article, we explain the differences between hierarchical and flat image classification and make the case for why a flat structure is often the better choice for many use cases.
mugshot Oscar Beijbom
Posted Aug 2023
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9 Must-Have Features for Your AutoML Platform: A Comprehensive Guide

AutoML involves more than just training a model; it should span the entire ML development pipeline. In this post, we explore what features and functionality you should look for in an AutoML platform.
mugshot George Mathew
Posted Aug 2023
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5 Image Classification Examples (+ Datasets To Build Functions With Nyckel)

The sky is (almost) the limit when it comes to applications of image classification. We share 5 unique image classification examples to get you thinking about how you could classify images with machine learning in your own business.
mugshot Nyckel
Posted Aug 2023
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Discriminative vs. Generative AI: Which Should You Build Into Your Product?

If you’re considering building AI into your product, it’s important to know the difference between generative and discriminative AI. We dive into the differences and the pros and cons of each.
mugshot Oscar Beijbom
Posted Jul 2023
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What is AutoML? A Comprehensive Guide & What It Means for Product Teams

In this post we look at AutoML, explain what it is and how it works, and discuss how it can help product teams build AI-enabled products and features.
mugshot George Mathew
Posted Jun 2023
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Guide to Computer Vision for Non-ML Experts

In this guide, we help you understand what you actually need to know about computer vision, so you can evaluate the available CV SaaS solutions and choose the one that’s best for your use case.
mugshot Nyckel
Posted Jun 2023
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Pet Media Group saves $120k annually with AI content moderation

Nyckel’s API docs were super straightforward to use. Our first custom content moderation model was live within a day. — Eyass Shakrah, Co-Founder, Pet Media Group
mugshot Nyckel
Posted Jun 2023
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Computer Vision SaaS Landscape: Comparison of the Top 9 Players

In this article, we compare the functionality, amount of time it takes to set up a model, performance, positioning, and pricing of the nine leading computer vision SaaS players. Results show significant variations across accuracy, user experience, and pricing structures.
mugshot John Weston
Posted May 2023
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Google Cloud Vision API Class List: Can We Reverse-Engineer to Find the List?

Google's pre-trained computer vision model, Cloud Vision API, tags images with labels based on image contents. However, Google hasn't published the complete list of class labels. In this post, we try to reverse-engineer this list.
mugshot George Mathew
Posted Apr 2023
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How to Classify Time Series Signals With Computer Vision: Kaggle Whale Example

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.
mugshot George Mathew
Posted Mar 2023
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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.
mugshot Nyckel
Posted Mar 2023
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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.
mugshot Oscar Beijbom
Posted Mar 2023
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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.
mugshot Nyckel
Posted Feb 2023
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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
mugshot Oscar Beijbom
Posted Feb 2023
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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
mugshot George Mathew
Posted Feb 2023
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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.
mugshot Dan Ott
Posted Jan 2023
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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.
mugshot George Mathew
Posted Jan 2023
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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.
mugshot Dan Ott
Posted Dec 2022
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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.
mugshot Dan Ott
Posted Dec 2022
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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.
mugshot Oscar Beijbom
Posted Nov 2022
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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.
mugshot Oscar Beijbom
Posted Nov 2022
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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?
mugshot Oscar Beijbom
Posted Nov 2022
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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.
mugshot George Mathew
Posted Nov 2022
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Why Content Moderation is Important for Your Business

Some examples of how content moderation can benefit your business in unexpected ways.
mugshot George Mathew
Posted Nov 2022
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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.
mugshot Oscar Beijbom
Posted Oct 2022
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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
mugshot Oscar Beijbom
Posted Oct 2022
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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.
mugshot Oscar Beijbom
Posted Oct 2022
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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.
mugshot Dan Ott
Posted Oct 2022
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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.
mugshot Oscar Beijbom
Posted Sep 2022
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What is Content Moderation?

Content Moderation is critical when hosting user generated content. We break down the basic concepts and solutions.
mugshot Oscar Beijbom
Posted Sep 2022
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4 Steps to Improved Content Moderation

Progress through blacklists and pre-trained AI's to full custom-AI content moderation.
mugshot Oscar Beijbom
Posted Sep 2022
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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.
mugshot Oscar Beijbom
Posted Sep 2022
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Content Moderation using SurgeAI's Toxicity Dataset

Train a text classification model for content moderation using SurgeAI's toxicity dataset.
mugshot George Mathew
Posted Sep 2022
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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
mugshot Oscar Beijbom
Posted Aug 2022
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Taimi Reduces Content Moderation Time by 3x, Experiences 10x Cost Reduction With Nyckel

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
mugshot Oscar Beijbom
Posted Aug 2022
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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
mugshot Oscar Beijbom
Posted Aug 2022
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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.
mugshot George Mathew
Posted Jul 2022
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A Quick Look at Text Search Functions

See some of the creative ways to add smarts to your application with Text Search
mugshot Dan Ott
Posted May 2022
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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.
mugshot George Mathew
Posted Apr 2022
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ML is Just a Developer Tool

... at least for now
mugshot Dan Ott
Posted Apr 2022
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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.
mugshot Oscar Beijbom
Posted Apr 2022
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Machine Learning on Tabular Data with Nyckel

Nyckel releases a new feature to create Machine Learning models for tabular data in minutes.
mugshot George Mathew
Posted Jan 2022
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Nyckel Accepted to Y Combinator (W22)

Nyckel has been accepted to Y Combinator batch of Winter 2022!
mugshot Oscar Beijbom
Posted Jan 2022
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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
mugshot Oscar Beijbom
Posted Oct 2021
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Local Development and Validation of Nuget Packages

Learnings from setting up a local development workflow for developing and validating nuget packages
mugshot George Mathew
Posted Oct 2021
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AutoML benchmark: Nyckel vs Google vs Huggingface

A comparison of accuracy, training times, and invoke latencies for three major AutoML engines
mugshot Oscar Beijbom
Posted Jun 2021
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AutoML Comment Moderation in a Rails App

Using machine learning to help curate user content
mugshot Dan Ott
Posted May 2021
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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.
mugshot Jeremy Schneider
Posted Apr 2021
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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.
mugshot Jeremy Schneider
Posted Apr 2021
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