updated readme

Author: ravirajag

README.md

@@ -233,3 +233,26 @@ In this week, I will be going through the following topics:
 - `Configuring GitHub Actions to use S3, ECR`
 
 ![Docker](images/ecr_flow.png)
+
+
+## Week 8: Serverless Deployment - AWS Lambda
+
+<img src="https://img.shields.io/static/v1.svg?style=for-the-badge&label=difficulty&message=medium&color=orange"/>
+
+Refer to the [Blog Post here](https://www.ravirajag.dev/blog/mlops-serverless)
+
+A serverless architecture is a way to build and run applications and services without having to manage infrastructure. The application still runs on servers, but all the server management is done by third party service (AWS). We no longer have to provision, scale, and maintain servers to run the applications. By using a serverless architecture, developers can focus on their core product instead of worrying about managing and operating servers or runtimes, either in the cloud or on-premises.
+
+In this week, I will be going through the following topics:
+
+- `Basics of Serverless`
+
+- `Basics of AWS Lambda`
+
+- `Triggering Lambda with API Gateway`
+
+- `Deploying Container using Lambda`
+
+- `Automating deployment to Lambda using Github Actions`
+
+![Docker](images/lambda_flow.png)

images/lambda_flow.png

@@ -115,6 +115,8 @@ Build the image using the command
 docker build -t mlops-basics:latest .
 ```
 
+**The default command in dockerfile is modified to support the lambda. If you want to run without lambda use the last weeks dockerfile.**
+
 Then run the container using the command
 
 ```shell
@@ -153,6 +155,10 @@ docker push 246113150184.dkr.ecr.us-west-2.amazonaws.com/mlops-basics:latest
 
 Refer to `.github/workflows/build_docker_image.yaml` file for automatically creating the docker image with trained model and pushing it to ECR.
 
+### Serveless - Lambda
+
+Refer to the [Blog Post here](https://www.ravirajag.dev/blog/mlops-serverless) for detailed instructions on configuring lambda with the docker image and invoking it using a API.
+
 
 ### Running notebooks