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Exploring the Hugging Face Inference API in JavaScript

Gain insights into Hugging Face Inference API in JavaScript. Learn to perform NLP and CV tasks like summarization, classification, and image segmentation, and integrate into React applications.

Beginner

16 Lessons

Certificate of Completion

Gain insights into Hugging Face Inference API in JavaScript. Learn to perform NLP and CV tasks like summarization, classification, and image segmentation, and integrate into React applications.

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Explanations

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Explanations

This course includes

21 Playgrounds

Course Overview

What You'll Learn

Course Content

Apply Your Skills

Recommendations

Course Overview

The Hugging Face Inference API can be used to perform various NLP and CV related tasks such as summarization, classification, object detection, and image segmentation. In this course, you'll first get an introduction to the Hugging Face Inference API and the different endpoints it offers. Then, you'll be provided with a step-by-step guide on how to sign up for an account and retrieve the API key. Further, you'll be provided a hands-on guide on performing various NLP tasks, including text classification, ge...Show More

The Hugging Face Inference API can be used to perform various NLP and CV related tasks such as summarization, classification, ob...Show More

TAKEAWAY SKILLS

REST API

Machine Learning

What You'll Learn

Familiarity with the Hugging Face Inference API and its endpoints

Ability to summarize, classify, and translate pre-existing text and generate new text using the Hugging Face Inference API

Ability to perform image classification, object detection, and image segmentation using the Hugging Face Inference API

Hands-on experience integrating API endpoints with a React application

Familiarity with the Hugging Face Inference API and its endpoints

Course Content

Introduction

3 Lessons

Get familiar with Hugging Face API, its applications, and starting steps.

Introduction to the Course

Hugging Face Inference API Overview

Get Started with the Hugging Face Inference API

NLP

8 Lessons

Get started with NLP tasks like classification, translation, summarization, question answering, and more using Hugging Face API.

Computer Vision

3 Lessons

Examine Hugging Face's capabilities for image classification, object detection, and image segmentation tasks.

Image Classification

Object Detection

Image Segmentation

APIs Integration in React

1 Lessons

Apply your skills to integrate Hugging Face API endpoints into a React-based application.

Demo Application

Conclusion

1 Lessons

Take a closer look at your new skills and explore the API documentation.

Wrap Up!

Project

Intelligent Text Assistant for Prediction and Sentence Completion

beginner

2 hour

Project

Intelligent Text Assistant for Prediction and Sentence Completion

Learn to build an intelligent text assistant Flask application for predictive typing and text correction using Hugging Face models and Python libraries.

beginner

2 hours

Project

Speech Recognition with Whisper

beginner

2 hour

Project

Speech Recognition with Whisper

Learn to fine-tune OpenAI's Whisper model, compute word error rate (WER), and evaluate improvements on the Librispeech dataset after fine-tuning.

beginner

2 hours

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