Скачать с ютуб Serverless VectorDB & API to query Linkedin Posts [Part 1] - MLOps Club Office Hours в хорошем качестве

Serverless VectorDB & API to query Linkedin Posts [Part 1] - MLOps Club Office Hours

Code here: https://github.com/mlops-club/linkedi... Searching for your old posts on Linkedin is a TERRIBLE experience. In this series, I create a serverless app that runs on AWS virtually for free to have a nicer index. Watch and learn several AWS concepts and tips/tricks for your development workflow on AWS! 00:00 Introduction and Stream Setup 00:22 Project Overview and Goals 01:36 Discussing Vector Databases and Costs 03:55 Setting Up the CDK Project 15:54 Creating the AWS Account 24:52 Deploying the S3 Bucket 30:02 Creating and Deploying the Lambda Function 46:57 Invoking the Initial Setup 47:01 Adding FastAPI Dependency 47:30 Configuring CDK for Dependencies 48:24 Troubleshooting Dependency Installation 50:18 Generating Lockfile with PipTools 50:42 Exploring UV and Pip Compatibility 52:14 Creating a Requirements File 53:52 Deploying Lambda Function with Dependencies 54:37 Building a REST API on AWS 57:09 Setting Up Lambda Layers 01:03:24 Using Docker for Dependency Management 01:04:45 Configuring CDK for Python Version 01:14:10 Deploying and Testing FastAPI 01:23:26 Final Thoughts and Next Steps