Home>Courses>Exploring the Hugging Face Inference API in JavaScript

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.

AI-POWERED

Explanations

AI-POWERED

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

Trusted by 2.5 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Recommended before starting this course

Course

JavaScript in Detail: From Beginner to Advanced

Discover JavaScript fundamentals and advanced concepts, including OOP and asynchronous programming. Gain insights through projects and a final exam, enhancing your skills and portfolio.

beginner

12 hours

Course

Learn Node.js from Scratch

Gain insights into Node.js, its components, and build patterns. Explore APIs, create modules, and build a REST API using Express. Discover authentication with Passport.js and JSON web tokens.

intermediate

11 hours 20 mins

Course

Machine Learning Handbook

Gain insights into ML fundamentals, explore Python libraries, and delve into real-world applications like Tesla and ChatGPT. Discover traditional vs. deep learning for data-driven decision-making.

beginner

2 hours 30 mins

Course

JavaScript in Detail: From Beginner to Advanced

beginner

12 hour

Course

Learn Node.js from Scratch

intermediate

11 hour 20 min

Course

Machine Learning Handbook

beginner

2 hour 30 min

Related Courses and Skill Paths

Course

Transformers for Natural Language Processing

Gain insights into transformer models for NLP, including BERT and GPT-3. Delve into prompt design, fine-tuning, training, and using APIs. Explore Python, PyTorch, TensorFlow applications.

intermediate

15 hours

Course

Natural Language Processing with Machine Learning

Gain insights into processing text data, creating word embeddings, and using LSTMs for semantic analysis and machine translation. Explore industry-relevant NLP techniques with Python and TensorFlow.

advanced

9 hours

Course

Transformers for Natural Language Processing

intermediate

15 hour

Course

Natural Language Processing with Machine Learning

advanced

9 hour

Free Resources