Mount your AWS EFS volume into AWS Lambda with the Serverless Framework
A tutorial on integrating AWS EFS storage with AWS Lambda functions using the Serverless Framework, focusing on overcoming storage limits for serverless applications.
Philipp Schmid is a Staff Engineer at Google DeepMind, building AI Developer Experience and DevRel initiatives. He specializes in LLMs, RLHF, and making advanced AI accessible to developers worldwide.
191 articles from this blog
A tutorial on integrating AWS EFS storage with AWS Lambda functions using the Serverless Framework, focusing on overcoming storage limits for serverless applications.
A tutorial on deploying a BERT question-answering model in a serverless environment using HuggingFace Transformers and AWS Lambda.
A tutorial on configuring Google Tag Manager and Google Analytics to operate without using cookies, addressing GDPR compliance concerns.
A tutorial on building a non-English text classification model using BERT and Simple Transformers, demonstrated with German tweets.
A step-by-step tutorial on deploying a custom PyTorch machine learning model to production using AWS Lambda and the Serverless Framework.
A tutorial on using AWS AutoGluon, an AutoML library, to build an object detection model with minimal code.
Explains K-Fold cross-validation for ML models with a practical example using BERT for text classification.
A step-by-step tutorial on setting up a CI/CD pipeline for AWS Lambda using GitHub Actions and the Serverless Framework.
A tutorial on setting up a CI/CD pipeline using GitHub Actions to automatically deploy a web app to AWS S3 and invalidate CloudFront cache.
A technical tutorial explaining the fundamentals of Convolutional Neural Networks (CNNs) by manually calculating layers from the classic LeNet-5 architecture.
An overview of Google Colab, a free cloud-based Jupyter notebook service with GPU/TPU access for machine learning and data science.