Generative AI for NodeJs: OpenAI, LangChain - TypeScript
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DevelopmentOpenAI API

Generative AI for NodeJs: OpenAI, LangChain - TypeScript

4.6
(3,499 students)
7h 30m

>_ What You'll Learn

  • Integrate OpenAI APIs in JavaScript and TypeScript applications. Use text, speech and Image modes
  • Use LangChain, Pinecone, and OpenAI to Build LLM-Powered Applications.
  • Translate and transcribe audio files using open source models in NodeJS apps
  • Learn the basics of AI with OpenAI and ChatGPT: build a console chat app with NodeJS
  • Integrate Tools and Functions into your OpenAI apps and chat with real-time data
  • Master crucial AI topics like Embeddings, similarity and Vector databases
  • Use ChromaDB as a local DB for your embeddings and run special queries
  • Use Pinecone as serverless DB and run special embeddings queries. Use indexes and run similarity searches
  • Learn about LangChain components, LLM wrappers, prompt templates, chains, and agents.

>_ Requirements

  • Basic JavaScript/TypeScript knowledge
  • Basic understand of NPM packages and node modules
  • OpenAI/Huggingface accounts

/ Course Details & Curriculum

It's time to add AI to your JavaScript/TypeScript app! **AI for NodeJs devs with OpenAI and LangChain** is an advanced course designed to empower developers with the knowledge and skills to integrate artificial intelligence (AI) capabilities into Node.js applications. This course is tailored for developers who are proficient in Node.js and wish to explore the fascinating realm of AI-driven solutions. Throughout the course, participants will delve into various AI concepts, algorithms, and frameworks, focusing on their practical implementation within Node.js environments. Key topics covered in this course include: - Introduction to AI and its applications in Node.js - OpenAI setup for basic apps - Understanding models, tokens and roles - OpenAI request parameters Practice apps: - ChatGPT clone in the console - App features: history, context and token limit - OpenAI tools app - OpenAI tools parameters - Generative AI with tools Key topics for AI development: - Embeddings - presentation, persistence, load - Similarity search using cosine or dot product Vector databases: - Introduction and setup - ChromaDB setup - Building a ChromaDB server with Docker - Building a ChromaDB client with NodeJS - Pinecone Vector database setup - Pinecone indexes and index operations - Building apps backed by Pinecone - Generative AI with Pinecone - Dedicated section for LangChain, the most popular LLM apps wrapper: - LangChain introduction and setup - LangChain prompt templates - LangChain output parsers - Building RAG applications with LangChain - Web and file LangChain loaders - Generative AI with LangChain What if you want to run the AI models yourself on your own machine? This is possible with open source models! We will explore Hugging face and it's APIs and open source models for local LLM apps: - Local embeddings - Translation models - Text models - Voice models - Image models Since all the used libraries are build with TypeScript and offer great TS support, the course also contains a TypeScript recap section: - TypeScript type aliases - The TypeScript compiler - Functions, special types, any and unknown - Enums and the never type - TypeScript generics - TypeScript classes - ...and many more features. Course advantages: - Beyond the basics - after finish, you can directly use this knowledge into production code - Practical knowledge - presentations are kept to a minimum, we focus on what is really important - Logical and flexible structure - take the course at your own pace - Fast paced, concise, most typing cut out - focus on explanations - respect for your time - Big font, dark background, full HD content, this way it is readable even on a small screen or even tablet. - Lifetime access - Certificate of completion to present to your current or prospective employer - Q&A active instructor Go beyond the theory and learn from an active instructor, aligned with today's programming demands! Whether you're a seasoned NodeJs developer looking to expand your skill set or a newcomer interested in harnessing the power of AI, AI for NodeJS offers an exciting journey into the intersection of artificial intelligence and modern web development. Enroll and unlock the potential to create intelligent, cutting-edge applications with NodeJs!

Author and Instructor

A

Alex Dan

Expert at Udemy

With years of hands-on experience in Development, Alex Dan has dedicated thousands of hours to teaching and mentorship. This course is the culmination of industry best practices and a proven curriculum that has helped thousands of students transition into professional roles.

Community Feedback

M

Michael Chen

Verified Enrollment

"This Generative AI for NodeJs: OpenAI, LangChain - TypeScript course was exactly what I needed. The instructor explains complex Development concepts clearly. Highly recommended!"

S

Sarah Johnson

Verified Enrollment

"I've taken many Udemy courses on modern JavaScript & front-end development, but this one stands out. The practical examples helped me land a job."

D

David Smith

Verified Enrollment

"Great value for money. The section on OpenAI API was particularly helpful."

E

Emily Davis

Verified Enrollment

"Excellent structure and pacing. I went from zero to hero in Development thanks to this course. Lifetime access is a huge plus."

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