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Course Details

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Course Image Generative AI for NodeJs: OpenAI, LangChain - TypeScript - Free Course Pro
Author Logo Alex Dan

Generative AI for NodeJs: OpenAI, LangChain - TypeScript

Author: Alex Dan

Course Info

Category

Development

Total Lectures

91

Total Duration

7.5 hours

Views

0

Requirements

Basic JavaScript/TypeScript knowledgeBasic understand of NPM packages and node modulesOpenAI/Huggingface accounts
Free Source Code - Codeintra

Course Description

It's time to add AI to your JavaScript/TypeScriptapp!

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

  • OpenAIsetup for basic apps

  • Understanding models, tokens and roles

  • OpenAIrequest parameters

Practice apps:

  • ChatGPTclone in the console

  • App features: history, context and token limit

  • OpenAItools app

  • OpenAItools 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

  • ChromaDBsetup

  • Building a ChromaDBserver with Docker

  • Building a ChromaDBclient with NodeJS

  • PineconeVector database setup

  • Pineconeindexes and index operations

  • Building apps backed by Pinecone

  • Generative AI with Pinecone

Dedicated section for LangChain, the most popular LLMapps wrapper:

  • LangChainintroduction and setup

  • LangChainprompt templates

  • LangChainoutput parsers

  • Building RAGapplications with LangChain

  • Web and file LangChainloaders

  • 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 LLMapps:

  • Local embeddings

  • Translationmodels

  • Textmodels

  • Voicemodels

  • Imagemodels

Since all the used libraries are build with TypeScriptand offer great TS support, the course also contains a TypeScriptrecap section:

  • TypeScripttype aliases

  • The TypeScriptcompiler

  • Functions, special types, any and unknown

  • Enumsand the never type

  • TypeScriptgenerics

  • TypeScriptclasses

  • ...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 NodeJsdeveloper looking to expand your skill set or a newcomer interested in harnessing the power of AI, AI for NodeJSoffers 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!

What you'll learn

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

Who this course is for

NodeJS and JS developers who want to add AI capabilities to their apps with OpenAI and LangChain

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