AWS Lambda with custom docker images as runtime
December 02, 2020 · 8 min read
Learn how to build and deploy an AWS Lambda function with a custom python docker container as runtime with the use of Amazon ECR.
New Serverless Bert with Huggingface, AWS Lambda, and AWS EFS
November 15, 2020 · 15 min read
Build a serverless Question-Answering API using the Serverless Framework, AWS Lambda, AWS EFS, efsync, Terraform, the transformers Library from HuggingFace, and a `mobileBert` model from Google fine-tuned on SQuADv2.
efsync my first open-source MLOps toolkit
November 04, 2020 · 7 min read
efsync is a CLI/SDK tool, which syncs files from S3 or local filesystem automatically to AWS EFS and enables you to install dependencies with the AWS Lambda runtime directly into your EFS filesystem.
My path to become a certified solution architect
October 24, 2020 · 4 min read
This is the Story of how I became a certified solution architect within 28 hours of preparation.
Create custom Github Action in 4 steps
September 25, 2020 · 8 min read
Create a custom github action in 4 steps. Also learn how to test it offline and publish it in the Github Action marketplace.
Fine-tune a non-English GPT-2 Model with Huggingface
September 06, 2020 · 8 min read
Fine-tune non-English, German GPT-2 model with Huggingface on German recipes. Using their Trainer class and Pipeline objects.
Mount your AWS EFS volume into AWS Lambda with the Serverless Framework
August 12, 2020 · 8 min read
Leverage your Serverless architectures with mounting your AWS EFS volume into your AWS Lambda with the Serverless Framework.
Serverless BERT with HuggingFace and AWS Lambda
June 30, 2020 · 11 min read
Build a serverless question-answering API with BERT, HuggingFace, the Serverless Framework and AWS Lambda.