Sitemap - 2023 - APAWS

🐾Intro into the world of Delta Lakes🐾

🐾SageMaker and beyond: Exploring options for deploying ML models on AWS🐾

🐾Unlocking access to database in private subnet using AWS SSM🐾

🐾Architecting ML on AWS: Accounts structure blueprint🐾

🐾Log like a Pro: The Art of structured logging🐾

🐾SageMaker Real-time Endpoints types🐾

🐾Best practices for storing application code and Terraform code🐾

🐾Declutter your ECR repository with lifecycle rules 🐾

🐾Task, execution and capacity provider roles for ECS🐾

🐾How to deploy Falcon 40B with SageMaker and Terraform🐾

🐾How to write logs from Python Lambda function?🐾

🐾Developing Lambda - Testing containers🐾

🐾Where to store secret data?🐾

🐾Developing Lambda - Efficient Python functions🐾

🐾Serverless Big data processing🐾

🐾How to write good requirements?🐾

🐾Stop using while loops in Lambda functions🐾

🐾Jumbo frames speed up data transfer🐾

🐾Cross account data sharing with Athena🐾

🐾How to use Amazon Transcribe in daily work🐾

🐾Why ADRs should be used not only by architects🐾

🐾Lambda development - Custom base image🐾

🐾Lambda development - Container function🐾

🐾Optimisation for Glue Crawler - Incremental Crawls🐾

🐾Work with Multi-Account Workloads Easily🐾

🐾Computing for Data and ML - SageMaker🐾

🐾Top 5 tips for productionising your ML code🐾

🐾Ways to clean your data swamp on S3🐾

🐾Create Docker image in 5 simple steps🐾

🐾What is the cheapest computing option for your workloads?🐾

🐾How to anonymise your data with AWS Services?🐾

🐾How to implement MLOps practices with AWS Services🐾

🐾Should you put Lambda to your own VPC?🐾

🐾Computing for Data and ML - Glue🐾

🐾Why you cannot access S3 bucket?🐾

🐾Computing for Data and ML - Kinesis🐾

🐾Top 5 things you should know about Lambda + SQS🐾

🐾Integrate Slack notifications into your workload🐾

🐾Computing for Data and ML - Fargate🐾

🐾Computing for Data and ML - EC2🐾

🐾Computing for Data and ML - EMR🐾

🐾Computing for Data and ML - AWS Lambda🐾

🐾Get understanding of Machine learning in interactive way🐾

🐾SageMaker Inference cost optimisation🐾

🐾SageMaker Training cost optimisation🐾