philschmid blog

Multilingual Serverless XLM RoBERTa with HuggingFace, AWS Lambda

December 17, 2020 · 13 min read

Learn how to build a Multilingual Serverless BERT Question Answering API with a model size of more than 2GB and then testing it in German and France.

Serverless BERT with HuggingFace, AWS Lambda, and Docker

December 06, 2020 · 13 min read

Learn how to use the newest cutting edge computing power of AWS with the benefits of serverless architectures to leverage Google's "State-of-the-Art" NLP Model.

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.

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