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senthilkumarm1901 / learn_by_blogging

Hosts the contents published in my blog website - `https://senthilkumarm1901.quarto.pub/learn-by-blogging/`
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Blog Topics Backlogs Until End of 2024 #1

Open senthilkumarm1901 opened 1 month ago

senthilkumarm1901 commented 1 month ago

In each comment of this issues page, I will be listing the topics of my upcoming blogs yet to be published in https://senthilkumarm1901.quarto.pub/learn-by-blogging/

senthilkumarm1901 commented 1 month ago
  1. How to use FastAPI for ML Model Serving, accepting asynchronous executions
  2. N Ways to Cut Down Cost in your AWS Account, if you have not already done them yet
- Use AWS Parameter Store instead of Secret Manager for non-secret, environment variables
- Using VPC Endpoint instead of NAT Gateway, if using an AWS service
- Use Lambda to start and stop RDS DB or EC2 Instances based on Eventbridge Scheduling events
- Use Lambda to stop a restarted RDS instance after 7 days
- Use Lambda to send a SNS notification mail to admin/devops if an EC2 instance is running for more than 24 hours 
- Getting a report of all unused Volumes in EC2 Instances 
- Reducing the tags in your ECR repositories and hence reducing memory of docker images in ECR 
- Identify empty, unused & largest capacity S3 buckets

  1. 3 Practical Recipes to learn API Gateway: Attaching it to S3, Lambda and EC2 Instances

  2. Evolution of my ML Projects from 2019 to 2024 (in the last 5 years)

  3. A Practical Guide to Crafting Efficient Dockerfiles for ML Projects

  4. How to create a Lambda service via AWS CLI (version 1) and via AWS SAM (version 2)

  5. The Crux of my learnings from Deeplearning.ai's Generative AI and LLMs Course

senthilkumarm1901 commented 1 month ago
  1. My learning notes from 3 Short Courses on Quantization by Deeplearning.ai
senthilkumarm1901 commented 3 weeks ago
  1. A 101 on Different Databases - Updated with the recent Vector Database advancements
senthilkumarm1901 commented 1 day ago