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mlops
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111 search results found
Made With Ml
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36,177
Learn how to design, develop, deploy and iterate on production-grade ML applications.
Jina
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19,573
☁️ Build multimodal AI applications with cloud-native stack
Label Studio
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16,753
Label Studio is a multi-type data labeling and annotation tool with standardized output format
Awesome Production Machine Learning
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16,513
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
Nni
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13,725
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
Amazon Sagemaker Examples
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9,560
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.
Wandb
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8,204
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
Deeplake
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7,843
Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
Bentoml
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6,575
The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
Clearml
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5,333
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
Courses
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4,018
This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)
Fedml
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3,946
FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, FEDML Nexus AI (https://nexus.fedml.ai) is the dedicated cloud service for generative AI
Serve
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3,844
Serve, optimize and scale PyTorch models in production
Zenml
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3,750
ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
Lightning Hydra Template
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3,680
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
Polyaxon
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3,438
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
God Level Data Science Ml Full Stack
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3,384
A collection of scientific methods, processes, algorithms, and systems to build stories & models. Whether you are a fresher in the field or an experienced professional who wants to transition into Data Science & AI
Higgsfield
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3,235
Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters
Deepchecks
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3,206
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
Lance
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3,003
Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, with more integrations coming..
Mlops Course
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2,744
Learn how to design, develop, deploy and iterate on production-grade ML applications.
Determined
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2,715
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
Nannyml
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1,695
nannyml: post-deployment data science in python
Mlreef
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1,403
The collaboration workspace for Machine Learning
Awesome Seml
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1,135
A curated list of articles that cover the software engineering best practices for building machine learning applications.
Onepanel
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707
The open source, end-to-end computer vision platform. Label, build, train, tune, deploy and automate in a unified platform that runs on any cloud and on-premises.
Cresset
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690
Template repository to build PyTorch projects from source on any version of PyTorch/CUDA/cuDNN.
Deep Learning In Cloud
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670
List of Deep Learning Cloud Providers
Mosec
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661
A high-performance ML model serving framework, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine
Efficient Dl Systems
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502
Efficient Deep Learning Systems course materials (HSE, YSDA)
Machine_learning_and_deep_learning
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492
Agilerl
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457
Streamlining reinforcement learning with RLOps
Haupt
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451
Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon
Mlops V2
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393
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
Encord Active
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385
The toolkit to test, validate, and evaluate your models and surface, curate, and prioritize the most valuable data for labeling.
Resourcebank_cv_nlp_mlops_2022
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375
This repository offers a goldmine of materials for students of computer vision, natural language processing, and machine learning operations.
Vertex Ai Mlops
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344
Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations
Mlops Specialization Notes
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252
Notes for Machine Learning Engineering for Production (MLOps) Specialization course by DeepLearning.AI & Andrew Ng
Clearml Agent
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219
ClearML Agent - ML-Ops made easy. ML-Ops scheduler & orchestration solution
Chitra
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219
A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.
Openml Guide
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215
An extensive library of AI resources including books, courses, papers, guides, articles, tutorials, notebooks, AI field advancements and more.
Hi Ml
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210
HI-ML toolbox for deep learning for medical imaging and Azure integration
Active Learning As A Service
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206
A scalable & efficient active learning/data selection system for everyone.
Machine Learning
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206
Learn AI together, for free. AI learning and teaching resources for everyone.
Awesome Kubeflow
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169
A curated list of awesome projects and resources related to Kubeflow (a CNCF incubating project)
Ml Model Ci
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135
MLModelCI is a complete MLOps platform for managing, converting, profiling, and deploying MLaaS (Machine Learning-as-a-Service), bridging the gap between current ML training and serving systems.
Yet Another Lightning Hydra Template
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129
Flexible and scalable template based on PyTorch Lightning + Hydra. Efficient workflow and reproducibility for rapid ML experiments.
Aws Ml Jp
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120
SageMakerで機械学習モデルを構築、学習、デプロイする方法が学べるNotebookと教材集
Clearml Serving
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115
ClearML - Model-Serving Orchestration and Repository Solution
Meow Learning
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114
This is a pick-your-problem style guide I created to educate everyone from my leadership team to my ML engineers on the process of how to work with AI in production settings.
Swanlab
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108
🧐SwanLab: track and visualize all the pieces of your machine learning pipeline. Join our WeChat ⬇️
Fastapi Template
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101
Complete Scalable FastAPI based template for Machine Learning, Deep Learning and any other software project which wants to use Fast API as API framework.
Pymilo
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94
PyMilo: Python for ML I/O
Mloperator
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89
Machine Learning Operator & Controller for Kubernetes
Sdk
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89
Metadata store for Production ML
Monai Deploy
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87
MONAI Deploy aims to become the de-facto standard for developing, packaging, testing, deploying and running medical AI applications in clinical production.
Saturn
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86
Saturn accelerates the training of large-scale deep learning models with a novel joint optimization approach.
Kamonohashi
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85
AI開発プラットフォームKAMONOHASHI
Benderopt
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85
Black-box optimization library
Monai Deploy App Sdk
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74
MONAI Deploy App SDK offers a framework and associated tools to design, develop and verify AI-driven applications in the healthcare imaging domain.
Fsdl Text Recognizer 2022
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71
Source of the FSDL 2022 labs, which are at https://github.com/full-stack-deep-learning/fsdl-t
Polyaxon Examples
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65
Code for tutorials and examples
Fuseml
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61
FuseML aims to provide an MLOps framework as the medium dynamically integrating together the AI/ML tools of your choice. It's an extensible tool built through collaboration, where Data Engineers and DevOps Engineers can come together and contribute with reusable integration code.
Hypertune
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60
A library for performing hyperparameter optimization
Mlops Templates
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57
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
Shelf
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52
a Wide Shelf for AI and Data Science | Resources 🍔
Cluster Installer
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51
Install a Paperspace compute cluster anywhere
Bert As A Service_tfx
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42
End-to-end pipeline with TFX to train and deploy a BERT model for sentiment analysis.
Aimodelshare
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38
Ml_exp_tracking_benchmark
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38
Evaluate wandb, tensorboard, neptune, mlflow, etc
Ntcore
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37
Deploy and Monitor ML Model in Any Cloud
Ds2
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37
Easiest way to use AI models without coding (Web UI & API support)
Niceml
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33
niceML 🍦 is a Python-based MLOps framework designed to streamline the development and maintenance of machine learning projects, offering efficient and scalable pipelines using TensorFlow and Dagster.
Charts
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33
Helm charts for creating reproducible and maintainable deployments of Polyaxon with Kubernetes.
Fakefinder
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32
FakeFinder builds a modular framework for evaluating various deepfake detection models, offering a web application as well as API access for integration into existing workflows.
Pooya Mohammadi
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27
This is Pooya Mohammadi, Open Source Enthusiast, AI Developer & Researcher
Distributed Inference
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26
A project to demonstrate an approach to designing cross-language and distributed pipeline in deep learning/machine learning domain, using WebRTC and Redis Streams.
Full Stack On Prem Cv Mlops
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23
1 config, 1 command from Jupyter Notebook to serve Millions of users
Vodascheduler
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23
GPU scheduler for elastic/distributed deep learning workloads in Kubernetes cluster
Ml_in_production
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22
A set of demo of deploying a Machine Learning Model in production using various methods
Mlnet Workshop
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21
ML.NET Workshop to predict car sales prices
Ml Recipe Bone Age
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21
Pediatric Bone Age Assessment
Predict Covid 19
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21
Predicts COVID-19 from PA view of X-ray when submitted on the website
See And Tell
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21
See and Tell | Assistant to Experience Video Content With Ears
Cli
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19
Polyaxon Core Client & CLI to streamline MLOps
Pipelime Python
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18
A swiss army knife for data processing!
Awesome Llmops
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18
Awesome series for LLMOps
Oreilly Transformers Nlp Mlops
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17
Session on MLOps
Ai_book
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17
AI book for everyone
Vertex Edge
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16
A tool for training models to Vertex on Google Cloud Platform.
Tvault
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16
Quickly compare PyTorch models in a local, lightweight registry
Kubeflow Installation On Windows 10
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15
Kubeflow installation on windows 10/11
Cascade
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15
Lightweight and modular MLOps library targeted at small teams or individuals
Are You A Cat
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15
An MLOps Project for the ZenML Month of MLOps Competition
Make Us Rich
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15
Cryptocurrency forecasting 📈 training and serving models made automatic
Utilsd
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15
Common deep learning utils.
Public Talks
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14
Slides, videos, and supporting files for my public talks
Pytorch Serving Workshop
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14
Slides and notebook for the workshop on serving bert models in production
Gibbs
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12
Scale your ML workers asynchronously across processes and machines
E2eml Cookiecutter
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12
A generic template for building end-to-end machine learning projects
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