large-scale-machine-learning

Keras implementation of the renowned publication "DeepFace: Closing the Gap to Human-Level Performance in Face Verification" by Taigman et al. Pre-trained weights on VGGFace2 dataset.

facebook cnn face-recognition deepface large-scale-machine-learning vggface2-dataset cloud-tpu

UpdatedJul 11, 2021
Python

natnew /Awesome-Data-Science

Star132

Carefully curated list of awesome data science resources.

data-science data machine-learning awesome ai deep-learning interoperability awesome-list explainable-ai responsible-ai machine-learning-operations ml-operations large-scale-machine-learning

UpdatedSep 5, 2023

asigalov61 /Perceiver-Music-Transformer

Star96

SOTA Google's Perceiver-AR Music Transformer Implementation and Model

google midi music-composition artificial-intelligence music-generation sota large-scale-machine-learning music-transformer music-ai text-to-music music-generation-deep-learning multi-instrumental piano-transformer perceiver-ar

UpdatedMay 9, 2023
Python

nilesh2797 /zestxml

Star23

This is the official codebase for KDD 2021 paper Generalized Zero-Shot Extreme Multi-Label Learning

machine-learning extreme-classification large-scale-machine-learning generalized-zero-shot-learning

UpdatedJul 25, 2022
C++

astorfi /Large-Scale-AI-Blueprint

Sponsor

Star22

A comprehensive guide designed to empower readers with advanced strategies and practical insights for developing, optimizing, and deploying scalable AI models in real-world applications.

deep-learning large-scale production-ml large-scale-machine-learning machinel-learning large-language-models llms large-scale-ai

UpdatedApr 12, 2024

ishugaepov /MLBD

Star22

Materials for "Machine Learning on Big Data" course

machine-learning big-data spark mapreduce distributed-machine-learning large-scale-machine-learning

UpdatedJul 23, 2023
Jupyter Notebook

alexrenz /AdaPM

Star20

A fully adaptive, zero-tuning parameter manager that enables efficient distributed machine learning training

parameter-server distributed-training distributed-ml large-scale-machine-learning parameter-management

UpdatedFeb 23, 2023
C++

knagrecha /hydra

Star20

Execution framework for multi-task model parallelism. Enables the training of arbitrarily large models with a single GPU, with linear speedups for multi-gpu multi-task execution.

machine-learning deep-learning gpu distributed-computing pytorch machine-learning-library task-parallel systems-engineering large-scale-machine-learning model-parallel

UpdatedAug 13, 2023
Python

asigalov61 /Euterpe

Star17

[DEPRECEATED] Multi-Instrumental Music Transformer trained on 12GB/400k MIDIs

music midi music-composition muse music-generation large-scale sota euterpea large-scale-machine-learning music-transformer music-ai music-ai-architectures euterpe multi-instrumental

UpdatedOct 5, 2022
Python

asigalov61 /GIGA-Piano

Star13

[DEPRECEATED] Piano Transformer model trained on 2.6GB of MIDI piano music

midi music-composition artificial-intelligence piano music-generation music-composer symbolic-music-data large-scale-machine-learning music-transformer music-ai midi-music music-ai-architectures symbolic-music piano-transformer

UpdatedOct 10, 2022
Python

swghosh /FaceNet

Star6

Keras implementation of the renowned publication "FaceNet: A Unified Embedding for Face Recognition and Clustering" by Schroff et al.

google face-recognition facenet googlenet triplet-loss keras-tensorflow face-verification large-scale-machine-learning

UpdatedMar 25, 2023
Python

akashsonowal /interview-prep

Star4

Crack SWE (ML) / DS MAANG Interviews

python distributed-systems algorithms tensorflow pytorch data-structures jax mlops large-scale-machine-learning ml-engineering

UpdatedFeb 19, 2024
Python

anirudhb11 /LEVER

Star3

Official Code Base for ICLR 2024 paper Enhancing Tail Performance in Extreme Classifiers by Label Variance Reduction

machine-learning information-retrieval distillation extreme-classification large-scale-machine-learning

UpdatedMar 14, 2024
Python

khushnood /DeepLearningJavaFromScratch

Star2

This project is for developing a deep neural networks and its variant from scratch. No external libraries are used except for GPU operations.

java deep-learning regression classification gpu-computing deep-neural-network large-scale-machine-learning

UpdatedMay 11, 2021
Java

shaheennabi /Machine-Learning-The-Untold-System-Design

Sponsor

Star2

🌌 🍃 Focused on overlooked system design principles crucial for large-scale AI applications. 🌸🚀✨ This repository explores architecture, infrastructure, and integration, helping developers build scalable, efficient AI systems for real-world demands. it highlights key innovations and their impact on AI system design. 🌟🎇🌠🌌

infrastructure architecture design-principle scalable-applications system-design large-scale-machine-learning ai-design