Document Image Transformer Document Image Transformer(DiT) is a transformer that can classify the category of the document with just a picture of it. For example, you have an image like below, feed the image to the model, and the model will tell you what kind of a document it is: Tools We will use…

Are you still writing flask to serve your model? Stop doing that, you have a much better choice now: Pinferencia. Pinferencia is a python library aims to be the simplest way to serve your model. Check out at: underneathall/pinferencia: Python + Inference — Model Deployment library in Python. Simplest model…

Image classification made simple. With the power of HuggingFace and Pinferencia, you can deploy an image classification in 5min. In this tutorial, we’ll use the HuggingFace and Pinferencia to deploy the model to classify images using the image’s URL. Then to be more practical, we improve the service by classifying…

Bert is a fantastic model to play with. It can infer your missing word in the sentence. In the article, we will deploy Google T5 model as a REST API service. Difficult? What about I’ll tell you: you just need to write 6 lines of codes? Pinferencia makes it…

What is T5? Text-To-Text Transfer Transformer (T5) from Google gives the power of translation. In the article, we will deploy Google T5 model as a REST API service. Difficult? What about I’ll tell you: you just need to write 7 lines of codes?

What is text generation? Input some texts, and the model will predict what the following texts will be. Sounds interesting. How can it be interesting without trying out the model by yourself? GPT2 is one of the models with most downloads on HuggingFace. HuggingFace makes it easy to use the…

You must know transformers. Well, I don’t mean autobots, Bumble Bee, but the famous machine learning structure. You probably have used the huggingface transformers models. But have you ever deployed them? With Pinferencia, just add three more lines and your model goes online! Never heard of Pinferencia? It’s not late…

In this tutorial, we will explore how to use Hugging Face pipeline, and how to deploy it with Pinferencia as REST API. Never use Pinferencia before? Come on, it’s not too late. Check it out at GitHub now. Download the model The model will be automatically downloaded and initialized. Let’s try a free…

Hello, welcome to Machine Learning Tutorial for Beginners. In today’s tutorial, we’ll learn how to train a mnist model using the offical script, save the model and serve the model using Pinferencia. Never heard of Pinferencia? It’s not late. Check it out at GitHub Train and Save the model Visit PyTorch Examples — MNIST, download…