LaptrinhX
  • My
  • Tag
  • Author
  • Ebook
  • Theme
  • Tutorial
  • Funny
  • IT Job
  • Video
  • Tools
  • Hacker News

    Tags ::

    fastai

    A collection of 255 posts


    analytics vidhya 2021-02-08 06:38

    Multi-Label Classification

    Multi-label classification sounds similar to multi-label classification but is completely different. These are one of the few terms that...

    Gautam Sharma
    G Gautam Sharma
    6 min read
    towardsdatascience.com towardsdatascience.com 2021-02-06 12:07

    Productionizing Fastai models with BentoML

    Productionizing Fastai Models with BentoMLFastai+BentoML = 🔥I owe a lot to the FastAI community and I’m pretty sure a lot the folks...

    Jithin James
    J Jithin James
    6 min read
    towardsdatascience.com towardsdatascience.com 2021-02-03 12:43

    How to Create an App to Classify Dogs Using fastai and Streamlit

    Create a Deep Learning App in a Few Lines of CodeImage by AuthorMotivationIf...

    Khuyen Tran
    K Khuyen Tran
    7 min read
    towards data science 2021-02-01 22:08

    Clothes Classification with the DeepFashion Dataset and Fastai | by Tatiana Sennikova | Feb, 2021 | Medium

    Fashion AIClothes Classification with the DeepFashion Dataset and FastaiA...

    Tatiana Sennikova
    T Tatiana Sennikova
    12 min read
    Mask Detector w/ FastAI and Streamlit Sharing
    • twitter
    • facebook
    • email
    analytics vidhya 2021-01-25 23:48

    Mask Detector w/ FastAI and Streamlit Sharing

    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...

    Jack Harding
    J Jack Harding
    4 min read
    Image Similarity: Theory and Code
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2021-01-18 07:16

    Image Similarity: Theory and Code

    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...

    Adam Mehdi
    A Adam Mehdi
    12 min read
    Image Classification With MNIST and Google Colab
    • twitter
    • facebook
    • email
    swlh 2021-01-11 08:45

    Image Classification With MNIST and Google Colab

    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...

    Jiro Ishida
    J Jiro Ishida
    5 min read
    Deploy a Fast.ai trained model using Binder
    • twitter
    • facebook
    • email
    analytics vidhya 2021-01-11 03:01

    Deploy a Fast.ai trained model using Binder

    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...

    Emmanuel
    E Emmanuel
    4 min read
    Text Classification in Just 20 Lines of Code
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2021-01-05 21:30

    Text Classification in Just 20 Lines of Code

    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...

    Yash Prakash
    Y Yash Prakash
    5 min read
    How to Make a State of the Art Model with Fastai
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2021-01-03 01:30

    How to Make a State of the Art Model with Fastai

    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...

    Yash Prakash
    Y Yash Prakash
    4 min read
    Fastai — Multi-class Classification  with Stochastic Gradient Descent from Scratch
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-12-29 21:49

    Fastai — Multi-class Classification with Stochastic Gradient Descent from Scratch

    Fastai — Multi-class Classification with Stochastic Gradient Descent from ScratchImage classification made easy with a quick SGD training pipelinePhoto from Unsplash by alexandruUp until my previous article, I...

    Yash Prakash
    Y Yash Prakash
    6 min read
    Fastai — Exploring the Training Process — the Pixel Similarity approach
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-12-24 01:42

    Fastai — Exploring the Training Process — the Pixel Similarity approach

    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...

    Yash Prakash
    Y Yash Prakash
    7 min read
    A Fast Introduction to FastAI — My Experience
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-12-20 11:39

    A Fast Introduction to FastAI — My Experience

    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...

    Yash Prakash
    Y Yash Prakash
    5 min read
    Longform Audio Classification in Fastaudio
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-12-20 07:00

    Longform Audio Classification in Fastaudio

    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...

    Neel Iyer
    N Neel Iyer
    9 min read
    Exploring Convolutional Neural Network Architectures with fast.ai
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-12-08 05:20

    Exploring Convolutional Neural Network Architectures with fast.ai

    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...

    Kenichi Nakanishi
    K Kenichi Nakanishi
    24 min read
    Callbacks in neural networks
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-12-06 18:00

    Callbacks in neural networks

    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...

    Risto Hinno
    R Risto Hinno
    4 min read
    Classifying Cats vs Dogs. A Beginner’s guide to Deep Learning
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-11-29 14:18

    Classifying Cats vs Dogs. A Beginner’s guide to Deep Learning

    Leveraging fast.ai’s vision library and Gradient Community NotebooksPhoto by Tran Mau Tri Tam on UnsplashWant to build and train a deep learning model to achieve state-of-the-art result in classifying cats and dogs?...

    Aditya Srinivas Menon
    A Aditya Srinivas Menon
    8 min read
    Building Your First Deep Learning Web Application With FastAI 2 (Local Ubuntu)
    • twitter
    • facebook
    • email
    analytics vidhya 2020-11-20 23:03

    Building Your First Deep Learning Web Application With FastAI 2 (Local Ubuntu)

    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...

    Christopher McBride
    C Christopher McBride
    7 min read
    Faster Machine Learning using Hub by Activeloop
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-11-19 21:24

    Faster Machine Learning using Hub by Activeloop

    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...

    Arpan Mishra
    A Arpan Mishra
    17 min read
    fastai: Deep Learning From Model To production
    • twitter
    • facebook
    • email
    devopslinks 2020-11-16 12:53

    fastai: Deep Learning From Model To production

    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...

    Sofyan Hadi Ahmad
    S Sofyan Hadi Ahmad
    6 min read
    Targeting and Removing Bad Training Data
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-11-12 21:12

    Targeting and Removing Bad Training Data

    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...

    Kenichi Nakanishi
    K Kenichi Nakanishi
    17 min read
    Why I use Fastai and you should too.
    • twitter
    • facebook
    • email
    towards data science 2020-11-10 07:13

    Why I use Fastai and you should too.

    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...

    Akash Shastri
    A Akash Shastri
    7 min read
    Creating a Plant Pet Toxicity Classifier
    • twitter
    • facebook
    • email
    towardsdatascience.com towardsdatascience.com 2020-11-09 09:13

    Creating a Plant Pet Toxicity Classifier

    Part 2: Training with Controlled RandomnessDavid Clarke on UnsplashIn Part 1: Building a Database, we’ve scraped the web for information on plants and how toxic they are to pets, cross-referenced the fields against a...

    Kenichi Nakanishi
    K Kenichi Nakanishi
    12 min read
    Quick and Easy Deep Learning WebApp
    • twitter
    • facebook
    • email
    towards data science 2020-11-03 02:47

    Quick and Easy Deep Learning WebApp

    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...

    Merlin Schäfer
    M Merlin Schäfer
    8 min read
    Understanding FastAI v2 Training with a Computer Vision Example- Part 3: FastAI Learner and…
    • twitter
    • facebook
    • email
    analytics vidhya 2020-10-21 02:20

    Understanding FastAI v2 Training with a Computer Vision Example- Part 3: FastAI Learner and…

    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...

    Rakesh Sukumar
    R Rakesh Sukumar
    17 min read
    LaptrinhX © 2021
    Latest Posts bdev.dev raoxyz congtyaz