Building an Image Classification App with Gradio and Timm

HuggingFace · Intermediate ·👁️ Computer Vision ·4y ago
Today, we see how you can build a Gradio app for image classification using the wonderful timm library (aka pytorch-image-models). Of course, we host it for free on Hugging Face Spaces: https://hf.co/spaces Try it out: https://huggingface.co/spaces/nateraw/gradio-demo Make sure to ⭐️ timm on GitHub: https://github.com/rwightman/pytorch-image-models Don't have a Hugging Face account? Join, it's free: http://huggingface.co/join Have a question? Checkout the forums: https://discuss.huggingface.co 👾 Join our Discord: https://hf.co/join/discord Subscribe to our newsletter: https://huggingface.c…
Watch on YouTube ↗ (saves to browser)

Playlist

Uploads from HuggingFace · HuggingFace · 0 of 60

← Previous Next →
1 The Future of Natural Language Processing
The Future of Natural Language Processing
HuggingFace
2 Trends in Model Size & Computational Efficiency in NLP
Trends in Model Size & Computational Efficiency in NLP
HuggingFace
3 Increasing Data Usage in Natural Language Processing
Increasing Data Usage in Natural Language Processing
HuggingFace
4 In Domain & Out of Domain Generalization in the Future of NLP
In Domain & Out of Domain Generalization in the Future of NLP
HuggingFace
5 The Limits of NLU & the Rise of NLG in the Future of NLP
The Limits of NLU & the Rise of NLG in the Future of NLP
HuggingFace
6 The Lack of Robustness in the Future of NLP
The Lack of Robustness in the Future of NLP
HuggingFace
7 Inductive Bias, Common Sense, Continual Learning in The Future of NLP
Inductive Bias, Common Sense, Continual Learning in The Future of NLP
HuggingFace
8 Train and use a NLP model in 10 mins!
Train and use a NLP model in 10 mins!
HuggingFace
9 Automatic text classification in a few lines of code
Automatic text classification in a few lines of code
HuggingFace
10 Train a Hugging Face Transformers Model with Amazon SageMaker
Train a Hugging Face Transformers Model with Amazon SageMaker
HuggingFace
11 What is Transfer Learning?
What is Transfer Learning?
HuggingFace
12 The pipeline function
The pipeline function
HuggingFace
13 Navigating the Model Hub
Navigating the Model Hub
HuggingFace
14 Character-based tokenizers
Character-based tokenizers
HuggingFace
15 Transformer models: Decoders
Transformer models: Decoders
HuggingFace
16 The Transformer architecture
The Transformer architecture
HuggingFace
17 Transformer models: Encoder-Decoders
Transformer models: Encoder-Decoders
HuggingFace
18 Transformer models: Encoders
Transformer models: Encoders
HuggingFace
19 Keras introduction
Keras introduction
HuggingFace
20 The push to hub API
The push to hub API
HuggingFace
21 Subword-based tokenizers
Subword-based tokenizers
HuggingFace
22 Fine-tuning with TensorFlow
Fine-tuning with TensorFlow
HuggingFace
23 Learning rate scheduling with TensorFlow
Learning rate scheduling with TensorFlow
HuggingFace
24 TensorFlow Predictions and metrics
TensorFlow Predictions and metrics
HuggingFace
25 Tokenizers Overview
Tokenizers Overview
HuggingFace
26 Word-based tokenizers
Word-based tokenizers
HuggingFace
27 Welcome to the Hugging Face course
Welcome to the Hugging Face course
HuggingFace
28 The tokenization pipeline
The tokenization pipeline
HuggingFace
29 Supercharge your PyTorch training loop with Accelerate
Supercharge your PyTorch training loop with Accelerate
HuggingFace
30 The Trainer API
The Trainer API
HuggingFace
31 Batching inputs together (PyTorch)
Batching inputs together (PyTorch)
HuggingFace
32 Batching inputs together (TensorFlow)
Batching inputs together (TensorFlow)
HuggingFace
33 Hugging Face Datasets overview (Pytorch)
Hugging Face Datasets overview (Pytorch)
HuggingFace
34 Hugging Face Datasets overview (Tensorflow)
Hugging Face Datasets overview (Tensorflow)
HuggingFace
35 What is dynamic padding?
What is dynamic padding?
HuggingFace
36 What happens inside the pipeline function? (PyTorch)
What happens inside the pipeline function? (PyTorch)
HuggingFace
37 What happens inside the pipeline function? (TensorFlow)
What happens inside the pipeline function? (TensorFlow)
HuggingFace
38 Instantiate a Transformers model (PyTorch)
Instantiate a Transformers model (PyTorch)
HuggingFace
39 Instantiate a Transformers model (TensorFlow)
Instantiate a Transformers model (TensorFlow)
HuggingFace
40 Preprocessing sentence pairs (PyTorch)
Preprocessing sentence pairs (PyTorch)
HuggingFace
41 Preprocessing sentence pairs (TensorFlow)
Preprocessing sentence pairs (TensorFlow)
HuggingFace
42 Write your training loop in PyTorch
Write your training loop in PyTorch
HuggingFace
43 Managing a repo on the Model Hub
Managing a repo on the Model Hub
HuggingFace
44 Chapter 1 Live Session with Sylvain
Chapter 1 Live Session with Sylvain
HuggingFace
45 Chapter 2 Live Session with Lewis
Chapter 2 Live Session with Lewis
HuggingFace
46 The push to hub API
The push to hub API
HuggingFace
47 Chapter 2 Live Session with Sylvain
Chapter 2 Live Session with Sylvain
HuggingFace
48 Chapter 3 live sessions with Lewis (PyTorch)
Chapter 3 live sessions with Lewis (PyTorch)
HuggingFace
49 Day 1 Talks: JAX, Flax & Transformers 🤗
Day 1 Talks: JAX, Flax & Transformers 🤗
HuggingFace
50 Day 2 Talks: JAX, Flax & Transformers 🤗
Day 2 Talks: JAX, Flax & Transformers 🤗
HuggingFace
51 Day 3 Talks JAX, Flax, Transformers 🤗
Day 3 Talks JAX, Flax, Transformers 🤗
HuggingFace
52 Chapter 4 live sessions with Omar
Chapter 4 live sessions with Omar
HuggingFace
53 Deploy a Hugging Face Transformers Model from S3 to Amazon SageMaker
Deploy a Hugging Face Transformers Model from S3 to Amazon SageMaker
HuggingFace
54 Deploy a Hugging Face Transformers Model from the Model Hub to Amazon SageMaker
Deploy a Hugging Face Transformers Model from the Model Hub to Amazon SageMaker
HuggingFace
55 Run a Batch Transform Job using Hugging Face Transformers and Amazon SageMaker
Run a Batch Transform Job using Hugging Face Transformers and Amazon SageMaker
HuggingFace
56 [Webinar] How to add machine learning capabilities with just a few lines of code
[Webinar] How to add machine learning capabilities with just a few lines of code
HuggingFace
57 Hugging Face + Zapier Demo Video
Hugging Face + Zapier Demo Video
HuggingFace
58 Hugging Face + Google Sheets Demo
Hugging Face + Google Sheets Demo
HuggingFace
59 Hugging Face Infinity Launch - 09/28
Hugging Face Infinity Launch - 09/28
HuggingFace
60 Introducing AutoNLP (Trailer)
Introducing AutoNLP (Trailer)
HuggingFace
Low Code Image Segmentation
Next Up
Low Code Image Segmentation
Coursera