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The AWS Fundamentals GitHub repository is expanding, offering a variety of starter projects to help you explore AWS development firsthand. Covering AI, container foundations, IAM, and serverless architectures, this resource is perfect for cloud enthusiasts.
🔗 GitHub Repository: https://lnkd.in/eicVitBN
You Should Know:
- Deploying a Serverless API with AWS Lambda & API Gateway
Install AWS CLI sudo apt install awscli Configure AWS CLI aws configure Deploy Lambda function aws lambda create-function \ --function-name my-serverless-api \ --runtime python3.8 \ --handler lambda_function.lambda_handler \ --role arn:aws:iam::123456789012:role/lambda-execution-role \ --zip-file fileb://function.zip Create API Gateway aws apigateway create-rest-api --name 'ServerlessAPI'
- Setting Up an AI Model with Amazon SageMaker
Install boto3 for AWS Python SDK pip install boto3 </li> </ol> Train a model using SageMaker import boto3 sagemaker = boto3.client('sagemaker')</p></li> </ol> <p>response = sagemaker.create_training_job( TrainingJobName='my-ai-model', AlgorithmSpecification={ 'TrainingImage': 'your-sagemaker-image-uri', 'TrainingInputMode': 'File' }, RoleArn='arn:aws:iam::123456789012:role/sagemaker-role', InputDataConfig=[ { 'ChannelName': 'train', 'DataSource': { 'S3DataSource': { 'S3Uri': 's3://your-training-data-bucket/path/', 'S3DataType': 'S3Prefix' } } } ], OutputDataConfig={ 'S3OutputPath': 's3://your-output-bucket/path/' } )3. Managing IAM Policies Securely
Create a new IAM policy aws iam create-policy \ --policy-name MyAWSPolicy \ --policy-document file://policy.json Attach policy to a role aws iam attach-role-policy \ --role-name MyLambdaRole \ --policy-arn arn:aws:iam::123456789012:policy/MyAWSPolicy
4. Deploying Containers with Amazon ECS
Install Docker sudo apt install docker.io Build and push Docker image docker build -t my-ecs-image . aws ecr create-repository --repository-name my-ecs-repo aws ecr get-login-password | docker login --username AWS --password-stdin 123456789012.dkr.ecr.region.amazonaws.com docker tag my-ecs-image:latest 123456789012.dkr.ecr.region.amazonaws.com/my-ecs-repo:latest docker push 123456789012.dkr.ecr.region.amazonaws.com/my-ecs-repo:latest Deploy ECS task aws ecs register-task-definition \ --family my-ecs-task \ --network-mode awsvpc \ --container-definitions '[ { "name": "my-container", "image": "123456789012.dkr.ecr.region.amazonaws.com/my-ecs-repo:latest", "essential": true } ]'What Undercode Say:
AWS cloud skills are in high demand, and hands-on practice is key. This GitHub repository bridges the gap between theory and real-world implementation. By mastering AWS Lambda, SageMaker, IAM, and ECS, you position yourself as a cloud expert. Future cloud trends will likely emphasize AI-driven automation, serverless dominance, and Kubernetes integration. Start experimenting today!
Prediction:
By 2025, AWS serverless adoption will grow by 40%, with AI-integrated cloud solutions becoming standard in enterprise architectures.
Expected Output:
✅ Deployed Lambda function
✅ Trained SageMaker model
✅ Applied IAM policies securely
✅ Running ECS containers
References:
Reported By: Tpschmidt The – Hackers Feeds
Extra Hub: Undercode MoN
Basic Verification: Pass ✅Join Our Cyber World:
- Setting Up an AI Model with Amazon SageMaker


