PerceptiLabs
  • Home
  • Community Forum
  • Docs
  • YouTube

PerceptiLabs

Blog

Choosing and Customizing Loss Functions for Image Processing
Loss Function

Choosing and Customizing Loss Functions for Image Processing

A loss function is the algorithm used during training to determine how well your model can make predictions using a given set of weights and biases. In this blog we review how a loss function works, its role and importance in optimization, how to choose one, and how to work with it in Perceptilabs.

  • PerceptiLabs
PerceptiLabs 17 Mar 2021 • 6 min read
Comparing PerceptiLabs to Pure Code in Transfer Learning
visual modeling tool

Comparing PerceptiLabs to Pure Code in Transfer Learning

Pure-code ML frameworks like TensorFlow are powerful tools, but are often limited when it comes to the insight and explainability of models. In this blog we explore these issues, and introduce PerceptiLabs to solve these challenges.

  • PerceptiLabs
PerceptiLabs 17 Mar 2021 • 4 min read
Transfer Learning Part II:  When to use them in Image Processing
Machine Learning

Transfer Learning Part II: When to use them in Image Processing

Transfer learning allows you to leverage an existing model by modifying and retraining it to fulfill a new use case. In this blog, we explore some key scenarios for why and when you should choose transfer learning over building a new machine learning model from scratch for image processing.

  • PerceptiLabs
PerceptiLabs 17 Mar 2021 • 5 min read
Five GANs for Better Image Processing
Machine Learning

Five GANs for Better Image Processing

Machine learning practitioners are increasingly turning to the power of generative adversarial networks (GANs) for image processing. Applications that really benefit from using GANs include: generating art and photos from

  • PerceptiLabs
PerceptiLabs 17 Feb 2021 • 8 min read
Don’t Start your Model from Scratch - Use Transfer Learning
Machine Learning

Don’t Start your Model from Scratch - Use Transfer Learning

Did you ever wish you could use one of your existing models as a starting point to solve a similar problem? Then you might want to try Transfer Learning. Transfer

  • PerceptiLabs
PerceptiLabs 17 Feb 2021 • 7 min read
Top Five Ways That Machine Learning is Being Used for Image Processing and Computer Vision

Top Five Ways That Machine Learning is Being Used for Image Processing and Computer Vision

The field of digital image processing is increasingly shifting from deterministic mathematical calculations and statistical methods, to machine learning (ML)-based approaches which can provide better and more accurate results.

  • PerceptiLabs
PerceptiLabs 21 Jan 2021 • 10 min read
Recreating Nvidia’s PilotNet in PerceptiLabs
Machine Learning

Recreating Nvidia’s PilotNet in PerceptiLabs

Computer Vision is a key technology for building algorithms to enable self-driving cars. One of the pioneering projects in this field was an experimental system called PilotNet by Nvidia. It

  • PerceptiLabs
PerceptiLabs 20 Jan 2021 • 2 min read
What’s next? Machine Learning 2021

What’s next? Machine Learning 2021

Ah 2020!  From global healthcare issues to revolutions in how technology is being adopted and even repurposed, it has been quite a year. At the end of each year, it's

  • PerceptiLabs
PerceptiLabs 16 Dec 2020 • 5 min read
Going Beyond the Repo: How Contributing to GitHub can Help Your Career Growth in Machine Learning
Machine Learning

Going Beyond the Repo: How Contributing to GitHub can Help Your Career Growth in Machine Learning

Version control tools have long been a staple for information workers, especially developers who need a place to store and collaborate on their code base, while maintaining a complete history

  • PerceptiLabs
PerceptiLabs 15 Dec 2020 • 4 min read
Live Coding: TensorFlow vs. PerceptiLabs: Who has more Flower Power
Machine Learning

Live Coding: TensorFlow vs. PerceptiLabs: Who has more Flower Power

Ever wondered how PerceptiLabs' visual approach compares to writing TensorFlow code? Recently, Robert Lundberg, CTO and Co-Founder of PerceptiLabs, gave a live coding  demonstration to show just that, using TensorFlow’

  • PerceptiLabs
PerceptiLabs 2 Dec 2020 • 2 min read
An Overview of TensorFlow and how PerceptiLabs Makes it Easier
Transparency

An Overview of TensorFlow and how PerceptiLabs Makes it Easier

In A New Visual Approach to Machine Learning Modeling, we talked about how TensorFlow is one of the most popular machine learning (ML) framework today, but it’s not necessarily

  • PerceptiLabs
PerceptiLabs 18 Nov 2020 • 6 min read
Today's Top Four Machine Learning Modeling Challenges and how PerceptiLabs Solves Them
Machine Learning

Today's Top Four Machine Learning Modeling Challenges and how PerceptiLabs Solves Them

Machine learning (ML) modeling is challenging – we know from experience! From wrangling data to choosing an appropriate ML algorithm, and then debugging and iterating on it, it can be a

  • PerceptiLabs
PerceptiLabs 10 Nov 2020 • 8 min read
Using ResNets to Detect Anomalies in Industrial IoT Textile Production
Machine Learning

Using ResNets to Detect Anomalies in Industrial IoT Textile Production

Machine learning models for image classification often use convolutional neural networks (CNNs) to extract features from images while employing max-pooling layers to reduce dimensionality. The goal is to extract increasingly

  • PerceptiLabs
PerceptiLabs 8 Oct 2020 • 6 min read
A New Visual Approach to Machine Learning Modeling
Transparency

A New Visual Approach to Machine Learning Modeling

Machine learning (ML) tools are exploding and specializing, giving users the option to build and manage their ML models in different ways ranging from writing code, relying on frameworks to

  • PerceptiLabs
PerceptiLabs 8 Oct 2020 • 3 min read
Venture Beat: Getting inside the head of a machine learning scientist
Machine Learning

Venture Beat: Getting inside the head of a machine learning scientist

We were excited to be featured in Venture Beat, in their Article titled: Getting inside the head of a machine learning scientist. Check it out to see how PerceptiLabs allows

  • PerceptiLabs
PerceptiLabs 6 Oct 2020 • 1 min read
Announcing PerceptiLabs' October 2020 Silver 0.11 Release
Machine Learning

Announcing PerceptiLabs' October 2020 Silver 0.11 Release

PerceptiLabs is proud to announce the first major Silver release of our visual machine learning (ML) modeling tool, PerceptiLabs 0.11. Not only does this release candidate include a number

  • PerceptiLabs
PerceptiLabs 6 Oct 2020 • 3 min read
Exploring Generative Adversarial Networks (GANs)
Machine Learning

Exploring Generative Adversarial Networks (GANs)

A generative adversarial network (GAN) is a powerful approach to machine learning (ML). At a high level, a GAN is simply two neural networks that feed into each other. One

  • PerceptiLabs
PerceptiLabs 10 Jun 2020 • 4 min read
Join us at Red Hat's AI/ML: Smart apps, easy delivery, fast platform webinar series
Transparency

Join us at Red Hat's AI/ML: Smart apps, easy delivery, fast platform webinar series

https://www.brighttalk.com/webinar/build-a-machine-learning-model-with-transparencyWe’re excited to announce we’ll be presenting a session at the upcoming Red Hat webinar series AI/ML: Smart apps, easy delivery, fast

  • PerceptiLabs
PerceptiLabs 4 Jun 2020 • 1 min read
PerceptiLabs Releases Free Source Code for Our Machine Learning Handbook
Machine Learning

PerceptiLabs Releases Free Source Code for Our Machine Learning Handbook

Here at PerceptiLabs we love exploring all sorts of machine learning (ML) approaches. And if you've poked around our site in the last little while, you may have come across

  • PerceptiLabs
PerceptiLabs 20 May 2020 • 1 min read
Four Common Types of Neural Network Layers (and When to use Them)
Machine Learning

Four Common Types of Neural Network Layers (and When to use Them)

Neural networks (NN) are the backbone of many of today's machine learning (ML) models, loosely mimicking the neurons of the human brain to recognize patterns from input data. As a

  • PerceptiLabs
PerceptiLabs 20 May 2020 • 6 min read
PerceptiLabs Enterprise now available through Red Hat Marketplace
News

PerceptiLabs Enterprise now available through Red Hat Marketplace

PerceptiLabs Enterprise is now available through Red Hat Marketplace as an OpenShift Operator. The recently introduced Red Hat Marketplace is a simpler way to buy and manage enterprise software, with

  • PerceptiLabs
PerceptiLabs 28 Apr 2020 • 1 min read
PerceptiLabs' Top 5 Open Source Datasets for Machine Learning
Machine Learning

PerceptiLabs' Top 5 Open Source Datasets for Machine Learning

Those who are developing machine learning (ML) models or just getting into ML for the first time have it good, because never before have so many open source datasets been

  • PerceptiLabs
PerceptiLabs 22 Apr 2020 • 4 min read
Five Common Hyperparameters (and how to set them in PerceptiLabs)
Machine Learning

Five Common Hyperparameters (and how to set them in PerceptiLabs)

Creating a machine learning (ML) model involves a lot of variables such as deciding what data to analyze, which approach to employ (e.g., a neural network), and what type

  • PerceptiLabs
PerceptiLabs 15 Apr 2020 • 4 min read
Teaching Your AI to do Powerful Things the Easy Way, with PerceptiLabs and Red Hat
Machine Learning

Teaching Your AI to do Powerful Things the Easy Way, with PerceptiLabs and Red Hat

PerceptiLabs is proud to announce our partnership with Red Hat, for our "Enterprise" version of our visual machine learning modeling tool. Through this partnership, our enterprise customers can install PerceptiLabs

  • PerceptiLabs
PerceptiLabs 3 Apr 2020 • 1 min read
A Look at PerceptiLabs’ Browser-Based Architecture
Machine Learning

A Look at PerceptiLabs’ Browser-Based Architecture

During our initial development of PerceptiLabs Beta, we generated our visual modeling tool as a native, platform-specific executable for Windows, Mac, and Linux. We recently switched to a new “browser-based”

  • PerceptiLabs
PerceptiLabs 23 Mar 2020 • 3 min read
PerceptiLabs
  • Home
  • Community Forum
  • Docs
  • YouTube
PerceptiLabs © 2021
Latest Posts Twitter