fastai

Photo by engin akyurt on UnsplashIntroductionI want to use this post to highlight how easy it was to deploy an accurate deep learning web application. After starting the FastAI course recently, I’ve learned the...

A heuristic for computing similarity in unstructured image data.A teaser of what’s to come. All images are the author’s own, using the Oxford Pet Dataset.IntroductionHow could we compute how similar one image is...

Using deep learning to Classify Handwritten Digits from Kaggle MNIST data with fastai and Google ColabPhoto by Christopher Burns on UnsplashAfter starting fastai’s practical deep learning for coders, I’ve built a...

Turn your notebook into a real app and deploy using binderPhoto by Christina @ wocintechchat.com on UnsplashThis is part 3 of the series “Learn the Process of Data Sourcing and Preparation to Model Deployment”. In...

Training a state of the art text classifier with Pytorch and Fastai with minimal setupPhoto by Alexandru Acea on UnsplashThe dataset I’ll be using for this project is the Covid-19 Twitter Sentiment Classification...

Image classification with Learning Rate Finder and Progressive Resizing approach for getting the best results in a short amount of time.Photo by Amy Hirschi on UnsplashWhen I first started my journey with fastai, I...

Fastai — Exploring the Training Process — the Pixel Similarity approachStarting with unraveling the training process with the help of a simple image classification taskPhoto by Alexandru Acea on UnsplashIn...

A Fast Introduction to FastAI — My ExperienceLet me tell you about how I built an image classifier model in less than an hour!Photo by Dhru J on UnsplashWhen I first heard about this powerful AI library that...

Can you automatically bleep someone on TV when they swear?Image by AuthorCan you automatically bleep someone on TV when they swear?Lately I’ve been watching a lot of comedy clips on youtube. They’re usually...

Classifying Pet-Safe Plants with fast.aiDeeper, better, faster, stronger?Photo by Siobhán Polizzi on UnsplashIn Part 1: Building an Image Database, we’ve scraped the web for information on plants and how toxic they...

Injecting changes into your modelsSourceIntroWhile training machine learning model you want to play with it. Use different parameters, architectures, tricks and everything else that might improve performance. How to...

I recently just completed the first couple of lessons of Jeremy Howard’s new fastai course (https://course.fast.ai/) where he shows how you can develop a powerful image classification deep learning neural network web...

Faster Machine Learning Using Hub by ActiveloopA code walkthrough of using the hub package for satellite imageryPhoto by NASA on UnsplashIntroductionMachine learning engineers work less on machine learning and more on...

Fastai: Deep Learning From Model To productionIn this article, I will walk you through the process of developing an image classifier deep learning model using Fastai to production. The goal is to learn how easy to get...

Classifying Pet-Safe Plants with fast.aiAre bad images holding us back?Photo by Cole Keister from Unsplash.In Part 1: Building an Image Database, we’ve scraped the web for information on plants and how toxic they...

This is part 1 of a multipart series: The things I love the most about my favourite deep learning library, fastai.This episode: Learning rate (LR)LR before fastaiThe general consensus on finding the best LR was...

Train and deploy a deep learning image classification model with fastai and streamlitPhoto by Sid Balachandran on UnsplashHave you ever wanted to use deep learning in a project and show your results in an interactive...

Understanding FastAI v2 Training with a Computer Vision Example- Part 3: FastAI Learner and CallbacksImage Source: https://images.app.goo.gl/juHhyxgoGhUPRNY38This is my third article in this series. This series is aimed...