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Abubakar Abid
Abubakar Abid

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Jun 16, 2021

Tutorial: Using Gradio with Comet

Comet allows data scientists to track their machine learning experiments at every stage, from training to production. Any metric can be aggregated over samples and shown in Panels in a customizable dashboard, like below:

Machine Learning

4 min read

Tutorial: Using Gradio with Comet
Tutorial: Using Gradio with Comet
Machine Learning

4 min read


Published in PyTorch

·Jun 3, 2021

Running PyTorch Hub Models in Your Browser (with Gradio)

A new button on PyTorch Hub allows you to try models without writing any code! PyTorch Hub has around 50 (and growing) state-of-the-art machine learning models in computer vision, audio, and natural language processing. The PyTorch Hub team’s goal is to make models accessible and easy to use. Many models…

Machine Learning

3 min read

Running PyTorch Hub Models in Your Browser (with Gradio)
Running PyTorch Hub Models in Your Browser (with Gradio)
Machine Learning

3 min read


Feb 26, 2021

Deploy a machine learning model in seconds

Don’t want to deal with Docker, Flask, and web hosting? Try this instead — Several years ago, when I built my first machine learning model to classify handwritten digits, I immediately wanted to show it off to my friends and my siblings so that they could see what I had built. I remember searching “how to deploy a machine learning model” and becoming frustrated…

Machine Learning

4 min read

Deploy a machine learning model in seconds
Deploy a machine learning model in seconds
Machine Learning

4 min read


Feb 22, 2021

How to Share Your Machine Learning Model in 4 Easy Steps

GradioHosted is a place for ML practitioners and developers to share their pretrained models with anyone — If you’ve built a machine learning model that works well, you probably want to share it so that others can try it out. The Gradio library makes it really easy to create a shareable GUI & public link for your model, as long as the model is running on your…

Machine Learning

4 min read

How to Share Your Machine Learning Model in 4 Easy Steps
How to Share Your Machine Learning Model in 4 Easy Steps
Machine Learning

4 min read


Published in Towards Data Science

·Feb 22, 2021

Fixing Your Machine Learning Model’s Failure Points

A step-by-step guide on finding and understanding problems in your machine learning model — and fixing them! — Machine learning models can be used to build cool applications and demos. But it’s still a challenge to deploy machine learning systems reliably in the real world, because they often fail in unexpected ways when unexpected data comes around. For example, classifying digits in the MNIST handwriting dataset is one…

Machine Learning

6 min read

Fixing Your Machine Learning Model’s Failure Points
Fixing Your Machine Learning Model’s Failure Points
Machine Learning

6 min read


Jan 25, 2021

Quickly Deploying Gradio on AWS

You’ve built a demo for your machine learning model with Gradio. Now, deploy it with a permanent link on an AWS instance — If you’ve built a machine learning model that works well, you might want to demo it, so that others can try it out. The Gradio library makes it really easy to create a shareable GUI for your model, as long as the model is running on your local computer. …

Machine Learning

5 min read

Quickly Deploying Gradio on AWS
Quickly Deploying Gradio on AWS
Machine Learning

5 min read


Published in The Startup

·Jan 11, 2021

Machine Learning Models Are Missing Contracts

Why pretrained machine learning models are often unusable and irreproducible — and what we can do about it — Introduction A useful approach to designing software is through contracts. For every function in your codebase, you start by writing its contract: clearly specifying what inputs are expected and valid for that function (the precondition), and what the function will do (the postcondition) when provided an appropriate input. This is often…

Machine Learning

7 min read

Machine Learning Models Are Missing Contracts
Machine Learning Models Are Missing Contracts
Machine Learning

7 min read


Published in DataDrivenInvestor

·Jul 29, 2020

How Gradio Turbocharges your Machine Learning Team

Business use cases for Gradio — Gradio is being used by some of the world’s leading companies and machine learning teams, from Stanford’s Human-Centered AI to Cisco AI. How do they use it, and how can Gradio accelerate your machine learning (ML) team’s workflow? …

Machine Learning

4 min read

How Gradio Turbocharges your Machine Learning Team
How Gradio Turbocharges your Machine Learning Team
Machine Learning

4 min read


Published in Towards Data Science

·Jul 19, 2020

How to Deploy a Machine Learning UI on Heroku in 5 Steps

Gradio lets you build a UI for your machine learning model. Heroku lets you host it. Here’s how to use them together. — In this tutorial, I’m going to show you, step by step, how to create and deploy your machine learning model and UI on Heroku. I’ll use this drag-and-drop image interface that I created for the Inception Net model as an example: You can try out the GUI at: https://arcane-tundra-83748.herokuapp.com/ …

Machine Learning

4 min read

How to Deploy a Machine Learning UI on Heroku in 5 Steps
How to Deploy a Machine Learning UI on Heroku in 5 Steps
Machine Learning

4 min read


Published in The Startup

·Jul 13, 2020

A Web App to Recognize Handwritten Digits — in 19 Lines of Python

Have you ever trained a machine learning model that you’ve wanted to share with the world? Maybe set up a simple website where you (and your users) could try putting in their own inputs and seeing the models’ predictions? It’s easier than you might think! In this tutorial, I’m going…

Machine Learning

3 min read

A GUI to Recognize Handwritten Digits — in 19 Lines of Python
A GUI to Recognize Handwritten Digits — in 19 Lines of Python
Machine Learning

3 min read

Abubakar Abid

Abubakar Abid

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