Building Deploying and Scaling LLM Powered Applications

سرفصل های دوره

Course1 - Building and Scaling Text Summarization Service using Langchain, OpenAI and Amazon Web Services

1. Introduction and Software Installation

1.1 Welcome to The Course.pdf

1. Introduction

2. Installing Development Software

2. Building And Testing Prediction Pipeline

1. Building A Prediction Pipeline

2. Testing Prediction Pipeline

3. Setting Up AWS CLI and Secrets Manager

1. Installing AWS CLI

2. Setting Up Secrets Manager

4. Integrating Secrets Manager With Prediction Pipeline

1. Injecting API Key From Secrets Manager into Application

2. Feeding API Key Directly Into Prediction Pipeline

5. Building and Testing Application Frontend

1. Building Front End Of Application

2. Testing Front End Of Application

6. Packaging And Storing Application in Elastic Container Registry

1. Writing Docker File

2. Packaging Our Application and Storing on Elastic Container Registry

3. Testing Our Packaged Application

7. Adding Permissions For Successful Deployment

1. Modifying Account Permissions For Deployment

8. Deploying and Testing Application on Elastic Container Service

1. Deploying Our Application on ECS

2. Testing Our Application on ECS

9. Scaling Our Service with Application Load Balancers and Auto Scaling Groups

1. Difference between Horizontal Scaling vs Vertical Scaling

2. Building Scalable Service - Adding Load Balancer and Auto Scaling

3. Exposing & Testing Our Service

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تولید کننده: Udemy