MongoExpUser/Popular-Nodejs-Libraries-for-Data-Driven-AI-Applications-and-Sample-Codes

Popular NodeJS Libraries for Developing Data-Driven AI Applications and Sample Codes

Popular NodeJS Libraries for Developing Data-Driven AI Applications and Sample Codes

Purpose: Data-Driven AI Applications Development, with Examples

• The links below are provided as references and guides for designing, implementing and documenting Data-Driven AI Applications with NodeJS.
• See the repository for examples, under the src path.

Data Analytics

• Apache-arrow
  • https://github.com/apache/arrow/blob/main/js/README.md
  • https://arrow.apache.org/docs/js/
• Nodejs-polars
  • https://github.com/pola-rs/nodejs-polars/blob/main/README.md
  • https://pola-rs.github.io/nodejs-polars/index.html
  • https://docs.pola.rs/ (Docs.Pola.Rs - Main Reference)
• DuckDB Node.js API (Neo)
  • Usage: Analytics and Embedded (In-Process) Database
  • https://duckdb.org/docs/api/node_neo/overview.html
  • https://duckdb.org/ (DuckDB Org - Main reference)
• Data-forge
  • https://github.com/data-forge/data-forge-ts/blob/master/README.md
  • https://data-forge.github.io/data-forge-ts/
  • https://www.data-forge-js.com/
• Stdlib-js
  • https://github.com/stdlib-js/stdlib/blob/develop/README.md
  • https://stdlib.io/docs/api/latest
• Math.js
  • https://github.com/josdejong/mathjs/blob/develop/README.md
  • https://mathjs.org/
• Numjs
  • https://github.com/nicolaspanel/numjs/blob/master/README.md
  • https://nicolaspanel.github.io/numjs/NdArray.html

Embedded (In-Process) Database

• Nodejs Inbuilt SQLite Module
  • https://nodejs.org/docs/latest/api/sqlite.html#sqlite ( --experimental-sqlite )
• Node-sqlite
  • https://github.com/kriasoft/node-sqlite/blob/master/README.md
  • https://sqlite.org/about.html (SQLite Org - Main reference)
• DuckDB Node.js API (Neo)
  • Usage: Embedded (In-Process) Database and Analytics
  • https://duckdb.org/docs/api/node_neo/overview.html
  • https://duckdb.org/ (DuckDB Org - Main reference)
• Node-json-db
  • https://github.com/Belphemur/node-json-db/blob/master/README.md
• Simple-json-db
  • https://github.com/nmaggioni/Simple-JSONdb/blob/master/README.md
• Level
  • https://github.com/Level/level/blob/master/README.md
• Level-party
  • https://github.com/Level/party/blob/master/README.md
    • Level's improvement, for multiple processess access of database, to avoid locking error.
    • Handles Nodejs Cluster API effectively.
      • See: https://nodejs.org/docs/latest/api/cluster.html#cluster

Client-Server Database Driver

• Mysql
  • https://github.com/mysqljs/mysql/blob/master/Readme.md
• MySQL Connector/Node.js (Supported and maintained by Oracle)
  • https://github.com/mysql/mysql-connector-nodejs/blob/trunk/README.md
• Node-redis
  • https://github.com/redis/node-redis/blob/master/README.md
• MariaDB Node.js connector
  • https://github.com/mariadb-corporation/mariadb-connector-nodejs/blob/master/README.md
• MongoDB Node.js Driver
  • https://github.com/mongodb/node-mongodb-native/blob/main/README.md
• Node-postgres
  • https://github.com/brianc/node-postgres/blob/master/README.md
• Node-oracledb
  • https://github.com/oracle/node-oracledb/blob/main/README.md
• Node-mssql
  • https://github.com/tediousjs/node-mssql/blob/master/README.md
• Neo4j Driver for JavaScript
  • https://github.com/neo4j/neo4j-javascript-driver/blob/5.0/README.md
• AWS SDK for JavaScript Neptune Client for Node.js, Browser and React Native.
  • https://github.com/aws/aws-sdk-js-v3/blob/main/clients/client-neptune/README.md
• AWS SDK for JavaScript DynamoDB Client for Node.js, Browser and React Native
  • https://github.com/aws/aws-sdk-js-v3/blob/main/clients/client-dynamodb/README.md
• Oracle NoSQL Database Node.js SDK NoSQLClient
  • https://oracle.github.io/nosql-node-sdk/classes/NoSQLClient.html
• Elasticsearch Node.js Client
  • https://github.com/elastic/elasticsearch-js/blob/main/README.md

Traditional Machine Learning (ML) - Train, Validate and Test

• TensorFlow.js
  • https://github.com/tensorflow/tfjs/blob/master/README.md
  • https://www.tensorflow.org/js
• Node-opencv
  • https://github.com/peterbraden/node-opencv/blob/master/README.md
• Brain.js
  • https://github.com/brainjs/brain.js/blob/master/README.md
• NLP.js
  • https://github.com/axa-group/nlp.js/blob/master/README.md
• Synaptic
  • https://github.com/cazala/synaptic/blob/master/README.md
  • https://caza.la/synaptic/#/
• Stdlib-js/ml
  • https://github.com/stdlib-js/ml/blob/main/README.md
• Stdlib-js/npl
  • https://github.com/stdlib-js/nlp/blob/main/README.md

Generative AI (GenAI) Service - Paid and Free

• OpenAI Openai-node
  • https://github.com/openai/openai-node/blob/master/README.md (Paid)
• Cloudflare Workers AI
  • https://developers.cloudflare.com/workers-ai/configuration/bindings/ (Paid)
• Google Gemini API
  • https://github.com/google-gemini/generative-ai-js/blob/main/README.md (Paid)
• AWS Bedrock
  • https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/bedrock-runtime/ (Paid)
  • https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/Package/-aws-sdk-client-bedrock/ (Paid)
• Meta Node-llama-cpp
  • https://github.com/withcatai/node-llama-cpp/blob/master/README.md (Free)
  • https://node-llama-cpp.withcat.ai/guide/ (Guide)
• OCI Generative AI
  • https://www.npmjs.com/package/oci-generativeai (Paid)
  • https://docs.oracle.com/en-us/iaas/api/#/en/generative-ai-inference/20231130/EmbedTextResult/EmbedText (Sample codes)
• Transformer.js
  • https://github.com/xenova/transformers.js/blob/main/README.md (Free)
• TensorFlow.js Universal Sentence Encoder
  • https://github.com/tensorflow/tfjs-models/blob/master/universal-sentence-encoder/README.md (Free)
• TensorFlow.js Mobilenet
  • https://github.com/tensorflow/tfjs-models/blob/master/mobilenet/README.md (Free)

Visualization (Web-Based Visualization)

• D3.js
  • https://github.com/d3/d3/blob/main/README.md
  • https://d3js.org/getting-started
• C3.js
  • https://github.com/c3js/c3/blob/master/README.md
  • https://c3js.org/gettingstarted.html
• Plotly.js
  • https://github.com/plotly/plotly.js/blob/master/README.md
  • https://plotly.com/javascript/getting-started/
• Goggle-chart
  • https://github.com/mmathias01/google-charts/blob/master/README.md
  • https://developers.google.com/chart
• HTML Canvas
  • https://developer.mozilla.org/en-US/docs/Web/API/Canvas_API
• Node-canvas
  • https://github.com/Automattic/node-canvas/blob/master/Readme.md
• Chart.js
  • https://github.com/chartjs/Chart.js/blob/master/README.md
  • https://www.chartjs.org/docs/latest/

Messaging: Stream, Queue, Notification, Event and Task Scheduler

• Zeromq.js
  • https://github.com/zeromq/zeromq.js/blob/master/README.md
  • https://zeromq.github.io/zeromq.js/index.html
• Queue
  • https://github.com/jessetane/queue/blob/master/readme.md
• Better Queue
  • https://github.com/diamondio/better-queue/blob/master/README.md
• Node-cron
  • https://github.com/node-cron/node-cron/blob/master/README.md
• Cron
  • https://github.com/kelektiv/node-cron/blob/main/README.md
• Amazon Kinesis Data Streams
  • https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/Package/-aws-sdk-client-kinesis/ (Paid)
• AWS SQS (Simple Queue Service)
  • https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/sqs/ (Free Tier and Paid)
• AWS SNS (Simple Notification Service)
  • https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/sns/ (Free Tier and Paid)
• AWS EventBridge
  • https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/eventbridge/ (Free Tier and Paid)
• AWS CloudWatch Alarm
  • https://docs.aws.amazon.com/AWSJavaScriptSDK/v3/latest/client/cloudwatch/command/PutMetricAlarmCommand/ (Free Tier and Paid)
• OCI Streaming
  • https://github.com/oracle/oci-typescript-sdk/blob/master/lib/streaming/README.md (Paid)
  • https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/api/#/en/streaming/20180418/Stream/CreateStream (Sample codes)
• OCI Queue
  • https://github.com/oracle/oci-typescript-sdk/blob/master/lib/queue/README.md (Free Tier and Paid)
  • https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/api/#/en/queue/20210201/Queue/CreateQueue (Sample codes)
• OCI Notification (ONS)
  • https://github.com/oracle/oci-typescript-sdk/blob/master/lib/ons/README.md (Free Tier and Paid)
  • https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/api/#/en/notification/20181201/NotificationTopic/CreateTopic (Sample codes)
• OCI Events
  • https://github.com/oracle/oci-typescript-sdk/blob/master/lib/events/README.md (Free Tier and Paid)
  • https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/api/#/en/events/20181201/Rule/CreateRule (Sample codes)
• OCI Monitoring Alarm
  • https://github.com/oracle/oci-typescript-sdk/blob/master/lib/monitoring/README.md (Free Tier and Paid)
  • https://docs.public.oneportal.content.oci.oraclecloud.com/en-us/iaas/api/#/en/monitoring/20180401/Alarm/CreateAlarm (Sample codes)
• NodeJS Client for Streaming Services (Kafka and Kafta APIs-Compatible Streaming Services):
  • https://github.com/tulios/kafkajs/blob/master/README.md
  • https://kafka.js.org/docs/getting-started (KafjaJS Org)
  • Examples of Kafta APIs-Compatible Streaming Services: OCI Streaming, AWS Kinesis Data Stream, Apache Pulsar, Redpanda, StreamNative, Azure EventHubs, Upstash Kafka, etc.

Web Scrapping

• Osmosis
  • https://github.com/rchipka/node-osmosis/blob/master/Readme.md
• Cheeriojs
  • https://github.com/cheeriojs/cheerio/blob/master/Readme.md
• Puppeteer
  • https://github.com/puppeteer/puppeteer/blob/main/README.md
• Playright
  • https://github.com/microsoft/playwright/blob/main/README.md
• Nodejs Inbuilt Fetch Client
  • https://nodejs.org/docs/latest/api/globals.html#fetch
• Axios
  • https://github.com/axios/axios/blob/v1.x/README.md

REST API Integration: Implementation

• Nodejs Inbuilt Http
  • https://nodejs.org/docs/latest/api/http.html#http
  • https://nodejs.org/en/learn/modules/anatomy-of-an-http-transaction
• Nodejs Inbuilt Https
  • https://nodejs.org/docs/latest/api/https.html#https
• Expressjs
  • https://github.com/expressjs/express/blob/master/Readme.md
• Tinyhttp
  • https://github.com/tinyhttp/tinyhttp/blob/master/README.md
• Fastify
  • https://github.com/fastify/fastify/blob/main/README.md
• Hapi
  • https://github.com/hapijs/hapi/blob/master/README.md
• Koa
  • https://github.com/koajs/koa#readme

REST API Integration: Design and Documentation

• JSDoc
  • https://github.com/jsdoc/jsdoc/blob/main/README.md
  • https://jsdoc.app/ (JSDoc Documentation - Main reference)
• OpenAPI (Formerly Swagger)
  • https://github.com/Surnet/swagger-jsdoc/blob/master/README.md
  • https://swagger.io/specification/ (OpenAPI Specification - Main reference)
  • https://editor.swagger.io/ (OpenAPI/Swagger Editor - Quick Start for API design and documentation)

License

Copyright © 2024. MongoExpUser

Licensed under the MIT license.