Andreas Loupasakis's starred repositories
LLMs-from-scratch
Implementing a ChatGPT-like LLM in PyTorch from scratch, step by step
aws-sdk-pandas
pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
category_encoders
A library of sklearn compatible categorical variable encoders
sagemaker-python-sdk
A library for training and deploying machine learning models on Amazon SageMaker
amazon-sagemaker-notebook-instance-lifecycle-config-samples
A collection of sample scripts to customize Amazon SageMaker Notebook Instances using Lifecycle Configurations
sample-apps
Repository of sample applications for https://vespa.ai, the open big data serving engine
amazon-sagemaker-local-mode
Amazon SageMaker Local Mode Examples
sagemaker-ssh-helper
A helper library to connect into Amazon SageMaker with AWS Systems Manager and SSH (Secure Shell)
sagemaker-scikit-learn-container
Support code for building and running Amazon SageMaker compatible Docker containers based on the open source framework Scikit-learn (http://scikit-learn.org/stable/)
cloud-ml-examples
A collection of Machine Learning examples to get started with deploying RAPIDS in the Cloud
sagemaker-xgboost-container
This is the Docker container based on open source framework XGBoost (https://xgboost.readthedocs.io/en/latest/) to allow customers use their own XGBoost scripts in SageMaker.
sagemaker-studio-custom-image-samples
This repository contains examples of Docker images that can be used as custom images for KernelGateway Apps in SageMaker Studio
chunkdot
Multi-threaded matrix multiplication and cosine similarity calculations for dense and sparse matrices. Appropriate for calculating the K most similar items for a large number of items by chunking the item matrix representation (embeddings) and using Numba to accelerate the calculations.
pytorch-starspace
PyTorch implementation of StarSpace as described in "StarSpace: Embed All The Things!" by Ledell Wu, Adam Fisch, Sumit Chopra, Keith Adams, Antoine Bordes and Jason Weston
sagemaker-feature-store-real-time-recommendations
Build a real-time recommendation engine for an e-commerce website leveraging SageMaker Feature Store as a core component of the solution.
shapemaker
An end-to-end template for AWS Sagemaker projects aiming for maximum flexibility