Hugging Face Gradio Python UI and CSV Processing

Explaining how to process CSV file uploaded through Gradio UI in Python. Gradio is part of Hugging Face. You will also learn how to define inputs and outputs for Gradio, to render UI components out of the box. Towards the end of the video, I will share a tip on how to read an error message, if the error happens during app development.

 

Hugging Face Gradio Python UI for ML

I dive into Gradio UI with Python, which is now part of Hugging Face. This is a very cool and simple to use library, it helps to build UI for ML models quickly. This is useful to share ML models with the community and run quick demos to showcase your ML model capabilities. I explain app code structure and how you can map ML model inputs and outputs with Gradio.

 

TensorFlow.js Node on Docker and Kubernetes

I explain how to dockerize TensorFlow.js Node app and also run it on Kubernetes. This work was done as part of our open-source MLOps solution Skipper.

 

TensorFlow.js Microservice

Do you know you could run TensorFlow.js on backend with Node.js? I explain how to build microservice with TensorFlow.js based on sample MobileNet model for image classification. I'm using Skipper Lib JS lib to communicate to RabbitMQ and receive/deliver events. You will learn about the code structure, which can be used as a blueprint for your own JS microservice implementations.

 

Building Bigger Applications with FastAPI

I share a few tips and tricks on how to build a clean and readable REST API for larger apps with FastAPI framework. You will learn how to split endpoints into separate Python scripts and assign tags with prefixes for all endpoints from the given router at once.

 

Merging GitHub Repo Template Changes

I explain how to merge changes from GitHub template repo. This allows developing infrastructure platform and products running on that platform independently. You can create new GitHub repo based on the template and later sync any changes from the template into that repo.

 

OpenAI GPT-3 API Overview

GPT-3 API review. I walk through a few examples and show how it works in OpenAI's playground. You will see how GPT-3 generates SQL statement from natural text, how it creates an outline for the essay, and generates recipe directions from food ingredients. There is an option to use GPT-3 API in your applications through REST interface.