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Projects in Awesome Lists tagged with model-deployment

A curated list of projects in awesome lists tagged with model-deployment .

https://github.com/FedML-AI/FedML

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, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

ai-agent deep-learning distributed-training edge-ai federated-learning inference-engine machine-learning mlops model-deployment model-serving on-device-training

Last synced: 04 Apr 2025

https://github.com/fedml-ai/fedml

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, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

ai-agent deep-learning distributed-training edge-ai federated-learning inference-engine machine-learning mlops model-deployment model-serving on-device-training

Last synced: 08 May 2025

https://github.com/ShannonAI/service-streamer

Boosting your Web Services of Deep Learning Applications.

bert deep-learning model-deployment pytorch tensorflow web

Last synced: 03 Apr 2025

https://github.com/bentoml/yatai

Model Deployment at Scale on Kubernetes 🦄️

bentoml k8s kubernetes machine-learning mlops model-deployment model-serving

Last synced: 16 May 2025

https://github.com/bentoml/Yatai

Model Deployment at Scale on Kubernetes 🦄️

bentoml k8s kubernetes machine-learning mlops model-deployment model-serving

Last synced: 24 Mar 2025

https://github.com/nndeploy/nndeploy

nndeploy是一款模型端到端部署框架。以多端推理以及基于有向无环图模型部署为基础,致力为用户提供跨平台、简单易用、高性能的模型部署体验。

ascend easy-to-use hpc mnn model-deployment multi-inference openvino out-of-box-model parallel rknn tensorrt yolo

Last synced: 14 Dec 2025

https://github.com/truefoundry/cognita

Cognita by TrueFoundry - Framework for building modular, open source RAG applications for production.

ai deep-learning generative-ai llmops machine-learning mlops model-deployment python rag retrieval-augmented-generation typescript

Last synced: 05 Apr 2025

https://github.com/render-examples/fastai-v3

Starter app for fastai v3 model deployment on Render

fastai machine-learning model-deployment render

Last synced: 21 Jun 2025

https://github.com/open-edge-platform/geti-sdk

Software Development Kit (SDK) for the Intel® Geti™ platform for Computer Vision AI model training.

annotations computer-vision deep-learning model-deployment model-development openvino python3 sdk

Last synced: 29 Jun 2025

https://github.com/project-monai/monai-deploy-app-sdk

MONAI Deploy App SDK offers a framework and associated tools to design, develop and verify AI-driven applications in the healthcare imaging domain.

ai deep-learning deploy dicom healthcare image-processing machine-learning medical-imaging ml ml-infrastructure ml-platform mlops model-deployment model-serving monai pipeline python pytorch workflow

Last synced: 16 May 2025

https://github.com/abhijit-2592/model-server

gRPC server for hosting ML models trained on any framework in python

deep-neural-networks deployment model-deployment mxnet pytorch tensorflow

Last synced: 30 Sep 2025

https://github.com/ForestFlow/ForestFlow

ForestFlow is a policy-driven Machine Learning Model Server. It is an LF AI Foundation incubation project.

h2o machine-learning model-deployment

Last synced: 20 Apr 2025

https://github.com/bentoml/BentoOCR

Turn any OCR models into online inference API endpoint 🚀 🌖

ai-applications model-deployment model-serving ocr ocr-python

Last synced: 04 May 2025

https://github.com/bentoml/transformers-nlp-service

Online Inference API for NLP Transformer models - summarization, text classification, sentiment analysis and more

llm llmops mlops model-deployment model-inference-service model-serving nlp nlp-machine-learning online-inference transformer

Last synced: 04 May 2025

https://github.com/flyingriverhorse/skyulf

Build and ship production ML pipelines faster: a pipeline library with an optional self-hosted visual layer for modular, reproducible workflows, local testing, and experiment tracking.

celery data-orchestration deep-learning docker-compose experiment-tracking feature-engineering-python local-first low-code machine-learning ml-pipeline ml-platform-workflow mlops mlops-workflow model-deployment model-registry privacy-first react redis self-hosted visual-programming

Last synced: 25 Apr 2026

https://github.com/prabhuomkar/bitbeast

Experiments with Model Training, Deployment & Monitoring

machine-learning model-deployment model-monitoring model-training

Last synced: 10 Mar 2026

https://github.com/amadeusitgroup/cpmml

cPMML is C++ library for scoring machine learning models serialized with the Predictive Model Markup Language (PMML)

ai data-science machine-learning ml model-deployment model-scoring pmml

Last synced: 25 Apr 2025

https://github.com/ml-libs/mlserve

mlserve turns your python models into RESTful API, serves web page with form generated to match your input data.

machine-learning mlserve model-deployment model-serving scikit-learn

Last synced: 28 Jan 2026

https://github.com/animator/titus2

Titus 2 : Portable Format for Analytics (PFA) implementation for Python 3.4+

analytics inference inference-engine ml-engine model-deployment model-evaluation model-serving pfa pfa-standard pmml python scoring scoring-engine titus

Last synced: 09 Mar 2026

https://github.com/koldim2001/image_captioning

Генерация описаний к изображениям с помощью различных архитектур нейронных сетей

attention-mechanism captioning-images computer-vision image-captioning lstm model-deployment model-inference nlp soft-attention streamlit website word-embeddings

Last synced: 23 Oct 2025

https://github.com/bentoml/fraud-detection-model-serving

Online model serving with Fraud Detection model trained with XGBoost on IEEE-CIS dataset

ai-applications fraud-detection model-deployment model-serving

Last synced: 07 Aug 2025

https://github.com/koldim2001/factory_detection

Проект по созданию системы безопасности на предприятии, реализующей детектирование людей и автоматическую проверку наличия касок по изображениям с видеокамер

deep-learning detection faster-rcnn hardhat-detection model-deployment object-detection people-detection pytorch telegram-bot tensorboard-visualizations

Last synced: 23 Apr 2025

https://github.com/h2oai/mlops-dai-runtimes

Production ready templates for deploying Driverless AI (DAI) scorers. https://h2oai.github.io/dai-deployment-templates/

h2o h2oai machine-learning model-deployment model-server model-serving mojo

Last synced: 07 Apr 2025

https://github.com/bentoml/diffusers-examples

API serving for your diffusers models

bentoml diffusers model-deployment model-serving

Last synced: 22 Jul 2025

https://github.com/busysloths/mlox

Sovereign AI Infrastructure. Open by Design. Slothfully Simple.

ai airflow infrastructure-management mlflow mlops model-deployment model-tracking secret-management ui

Last synced: 04 May 2026

https://github.com/tumftm/ea_battery_mdf

This repository provides a model deployment framework (MDF) for real-time lithium-ion battery model utilization in CAN-capable test benches. It can be used for the investigation of advanced battery management strategies in short- and long-term experimental studies.

battery-electric-vehicles lithium-ion-batteries model-deployment

Last synced: 14 Apr 2025

https://github.com/pydatablog/fastapi-model-deployment

An example for deploying Tensorflow 2 models with Docker and Fast API

docker keras model-deployment rest-api tensorflow-tutorials tensorflow2

Last synced: 22 Apr 2025

https://github.com/sayamalt/water-quality-prediction

Successfully established a machine learning model which can predict whether any given water sample is potable or not, based on its set of various properties, to a considerably high level of accuracy.

classification-models data-visualization exploratory-data-analysis feature-engineering imbalanced-learning model-deployment outlier-treatment supervised-machine-learning

Last synced: 31 Aug 2025

https://github.com/sayamalt/company-bankruptcy-prediction

Successfully developed a machine learning model which can accurately predict whether a firm will become bankrupt or not, depending on various features such as net value growth rate, borrowing dependency, cash/total assets, etc.

binary-classification cicd-deployment cross-validation data-exploration-and-preprocessing data-visualization docker-container exploratory-data-analysis feature-engineering github-actions hyperparameter-optimization machine-learning model-deployment model-training-and-evaluation

Last synced: 31 Aug 2025

https://github.com/algorithmiaio/algorithmia-modeldeployment-action

Algorithmia Github Action capable of running Jupyter notebooks to create the ML model, uploading the model and updating the algorithm at Algorithmia

algorithmia ci-cd githubaction-workflow githubactions machine-learning model-deployment model-serving

Last synced: 06 Oct 2025

https://github.com/tugot17/fastapi-model-deployement

Template of simple API for machine learning models deployment

fastapi-template model-deployment

Last synced: 14 Aug 2025

https://github.com/tataganesh/tf-serving-cnn-example

Basic example of Tensorflow Serving

model-deployment serving tensorflow-serving

Last synced: 31 Jul 2025

https://github.com/vcwild/mlops-flask

POC Flask app for Machine Learning model consumption. Infrastructure development and deploy automation on GCP made by using containers, GitHub Actions, and Google Cloud SDK.

api-rest ci-cd cloud-run docker-image gcp iac machine-learning mlops model-deployment poc

Last synced: 26 Feb 2026

https://github.com/sayamalt/health-insurance-claim-prediction

Successfully established a machine learning model which can estimate the net health insurance claim of an individual based on a set of characteristics of that individual to an appreciable level of accuracy.

exploratory-data-analysis feature-engineering feature-scaling machine-learning model-deployment regression-analysis regression-testing

Last synced: 09 Nov 2025

https://github.com/sayamalt/stellar-classification---sloan-digital-sky-survey-17

Successfully established a machine learning model which can predict an appropriate stellar class, on the basis of a distinct set of spectral characteristics, to a substantially high level of accuracy.

cross-validation data-preprocessing data-visualization exploratory-data-analysis feature-engineering feature-scaling imbalanced-learning model-deployment model-evaluation model-training multiclass-classification supervised-machine-learning

Last synced: 11 Jan 2026

https://github.com/sayamalt/liver-cirrhosis-stage-prediction

Successfully established a machine learning model which can determine whether an individual is vulnerable to the Cirrhosis disease or not by predicting its corresponding stage based on a unique set of medical features such as Cholesterol, Prothrombin, etc. pertaining to that person.

exploratory-data-analysis feature-engineering hyperparameter-tuning model-deployment model-evaluation-metrics model-training multiclass-classification supervised-machine-learning

Last synced: 09 Nov 2025

https://github.com/roland045/road_quality_measurement_analysis

Novel road quality measurement system for cost effective pavement monitoring, ML-based

azure data-analysis data-engineering data-science machine-learning mlops model-deployment python sql unsupervised-learning

Last synced: 24 Jan 2026

https://github.com/aliftech/image-classification-with-model-deployment

Proyek ini merupakan model machine learning untuk mengklasifikasikan gambar sepatu, sandal, dan sepatu boot.

cnn computer-vision image-classification machine-learning model-deployment tensorflow tflite

Last synced: 26 Oct 2025

https://github.com/virajbhutada/music-recommendation-system

This project is designed to provide personalized music recommendations for relaxation and meditation. Leveraging ML and data analysis, the system suggests tracks based on user preferences such as tempo, energy, and genre. Join us in enhancing music discovery through advanced algorithms and community-driven contributions.

data-analysis data-science-projects data-visualization eda html machine-learning ml-algortihms model-deployment model-evaluation music-recommendation-system nlp pivot-table principal-component-analysis python python-library similarity-matrix spotify-data streamlit-web user-experience

Last synced: 24 Jan 2026

https://github.com/karimosman89/ml-pipeline-aws

This project aims to build a machine learning pipeline that predicts customer churn using AWS services like SageMaker for model training and deployment, along with Docker for containerization.

data-integration data-preprocessing model-deployment model-training-and-evaluation monitoring-tool

Last synced: 17 Jan 2026

https://github.com/sayamalt/credit-card-fraud-detection

Established a machine learning model which can predict whether a credit card transaction is fraudulent or not to a significant level of accuracy.

classification feature-engineering machine-learning model-deployment supervised-machine-learning

Last synced: 09 Nov 2025

https://github.com/kanchitank/gender-classification-web-app-using-flask

This project aims to detect/predict the gender of individuals from their names using Machine Learning algorithms and deploy the Machine Learning model using FLASK.

decision-trees flask machine-learning model-deployment naive-bayes

Last synced: 30 Apr 2026

https://github.com/gokulgowthams/smart-premium

An Interactive Premium Amount Detection for user which accurately predicts the required premium amount for a default loan by using series of questions that satisfies the criteria in Streamlit Application

data-preprocessing feature-engineering git github mlflow model-deployment numpy pandas python scikit-learn streamlit xgboost

Last synced: 11 Apr 2026

https://github.com/gokulgowthams/clickstream-customer-conversion

Analyzes clickstream data from an e-commerce platform to predict customer conversions, estimate potential revenue, and segment users for personalized marketing strategies. By leveraging machine learning techniques, the project enhances decision-making for businesses seeking to optimize user engagement and sales.

data-preprocessing feature-engineering machine-learning matplotlib model-deployment numpy pandas pipeline python scikit-learn seaborn streamlit-web-application tensorflow xgboost

Last synced: 07 Apr 2026

https://github.com/sayamalt/world-university-rating-prediction

Successfully established a machine learning model for predicting the global rating of a specific university based on a set of distinct features.

exploratory-data-analysis feature-engineering machine-learning model-deployment regression

Last synced: 04 Nov 2025

https://github.com/algorithmiaio/githubactions-modeldeployment-demo-algorithmiaalgo

Demo ML repository, using Algorithmia Model Deployment Github Action, to auto deploy on an algorithm hosted on Algorithmia

algorithmia ci-cd githubaction-workflow githubactions jupyter-notebook machine-learning model-deployment model-serving xgboost

Last synced: 05 Apr 2025

https://github.com/somyadipghosh/fakebuster

FakeBuster is a powerful tool designed to detect and expose deepfakes, misinformation, and digital deception.

api-rest css html javascript model-deployment python

Last synced: 24 Jul 2025

https://github.com/amoghkori/google-ads-optimization

Advanced algorithm development for revenue maximization and enhanced conversion value in Google Ads expenditure, achieving a 15% increase in lead conversions while reducing costs

analystics data-cleaning data-modeling data-preprocessing data-visualization data-wrangling exploratory-data-analysis feature-engineering microsoft-excel model-deployment model-selection optimization-algorithms powerbi statistical-analysis

Last synced: 03 Jan 2026

https://github.com/yash-kavaiya/30-days-llm-mastery-course

30-Days-LLM-Mastery-Course: A comprehensive, hands-on course diving deep into Large Language Models (LLMs). From foundational concepts to advanced techniques, learn to build, train, and deploy state-of-the-art language models.

attention-mechanism fine-tuning language-models llm model-deployment nlp pytorch transformers

Last synced: 30 Jul 2025

https://github.com/sayamalt/black-friday-sales-prediction

Successfully established a machine learning regression model which can estimate the gross Black Friday sales for a particular customer, based on a distinct set of related and meaningful features, to a fair level of accuracy.

artificial-neural-networks data-visualization deep-learning exploratory-data-analysis feature-engineering machine-learning model-deployment model-training-and-evaluation regression-analysis regression-modelling regression-testing supervised-learning

Last synced: 09 Nov 2025

https://github.com/wellcometrust/sage

Toolkit for easy deployment of machine learning models on AWS SageMaker

aws aws-sagemaker cli-tool datascience docker huggingface mle-team model-deployment pytorch

Last synced: 18 Jan 2026

https://github.com/kapooraryan/sentiment-analysis-twitter

🛩️This project is an interactive web application built using Streamlit for sentiment analysis of text data. It uses a pre-trained Naive Bayes classifier to predict the sentiment of a given text input. The application allows users to enter a text and get the predicted sentiment, whether it is negative, neutral, or positive.

kaggle model-deployment naive-bayes-classifier sentiment-analysis streamlit

Last synced: 31 Mar 2025

https://github.com/algorithmiaio/githubactions-modeldeployment-template

Template ML repository to get started with Algorithmia Model Deployment Github Action integration

algorithmia cicd github-actions inference machine-learning model-deployment model-serving

Last synced: 12 Apr 2026

https://github.com/md-emon-hasan/bentoml

BentoML is a high-performance model serving framework it provides various scripts and configurations to help streamline and deployment process.

ai bentoml data-science ml-engineering mlops model-deployment model-serving

Last synced: 02 Mar 2025

https://github.com/satvikpraveen/lightningmasterpro

Comprehensive PyTorch Lightning framework featuring 20+ educational notebooks, advanced ML patterns, and production-ready workflows. Covers vision, NLP, tabular, and time series domains with distributed training, mixed precision, custom loops, and deployment pipelines. Complete with synthetic data generators and testing.

artificial-intelligence computer-vision data-science deep-learning distributed-training gradient-accumulation machine-learning mixed-precision mlops model-deployment model-training natural-language-processing neural-networks onnx-export python pytorch pytorch-lightning tabular-data time-series torchscript

Last synced: 06 May 2026

https://github.com/amine-akrout/smoker_detection

Smoker Detection deep learning model served via a Web App using TensorFlow, tensorflow-serving, flask and Docker compose

deep-learning docker docker-compose flask inceptionv3 keras model-deployment model-serving tensorflow tesnorflow-serving transfer-learning

Last synced: 15 Apr 2026

https://github.com/mwasifanwar/llm-mastery

The most comprehensive educational resource on Large Language Models ever created. A guide systematically building understanding from absolute fundamentals to cutting-edge research.

ai-education artificial-intelligence attention-mechanism deep-learning fine-tuning huggingface large-language-models llm machine-learning model-deployment model-training neural-networks nlp pre-training pytorch research-paper transformer transformer-architecture

Last synced: 16 Apr 2026

https://github.com/iam-salma/ml-bootcamp

🧠 A hands-on, beginner-to-advanced Machine Learning Bootcamp covering 🧪 EDA, 🤖 supervised & unsupervised learning, 🎯 model tuning, 🧰 feature engineering & 🚢 deployment using Docker

data-science deep-learning docker eda feature-engineering machine-learning ml-bootcamp model-deployment python supervised-learning unsupervised-learning

Last synced: 18 Apr 2026

https://github.com/rakibhhridoy/machinelearningwebappdeploy-flask

Developing a web app of machine learning model using flask is quite easy. One should have some basic knowledge in web development,not so much but quite a bit. It is just a introductory web app in flask classifying cat vs dog by deep learning model.

catvsdog catvsdog-classifier classification deep-learning flask flask-application html-css machine-learning model-deployment python web-application

Last synced: 29 Apr 2026

https://github.com/rani-sikdar/credit-card-fraud-detection

The project aims to build a credit card fraud detection model, which tells us if the transaction made by the card is fraud or not. We will use the transaction and their labels as fraud or non-fraud to detect if the new transaction made by the customer is fraud or not.

logistic-regression machine-learning machine-learning-algorithms model-deployment model-evaluation model-selection

Last synced: 09 Apr 2025

https://github.com/orhfusion/flight-ml-model

This project demonstrates the development and deployment of a machine learning model to predict flight ticket prices.

docker-image dockerfile machine-learning model-deployment

Last synced: 18 Jan 2026

https://github.com/acbikash13/imageclassifier

This app classifies images into predefined categories by training a Convolutional Neural Networks (CNNs) model. It provides real-time predictions with a user-friendly interface for uploading and classifying images. It is hosted on Azure. Technologies used: Python, TensorFlow, Keras, Flask, Azure

cnn-classification image-processing-python machinelearning model-deployment

Last synced: 05 Jan 2026

https://github.com/rishikesh-jadhav/llm-and-rag-based-chat-application-with-alloydb-and-vertex-ai

This repository showcases an implementation of a chat application leveraging the power of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG). By integrating AlloyDB and Vertex AI, the application delivers precise, contextually relevant responses to flight and airport inquiries.

alloydb chatbot generative-ai google-cloud-platform large-language-models model-deployment natural-language-processing retrieval-augmented-generation semantic-search user-interface vector-embedding-database vertex-ai

Last synced: 03 Jan 2026

https://github.com/adi3042/data_science

📊🚀 Explore the Data Science Universe! Unlock insights and master data skills with hands-on assignments spanning machine learning, visualization, and more. Your journey to becoming a data expert starts here! 🎯💡 DataScienceJourney

anomaly-detection big-data-processing classification clustering computer-vision data-cleaning-and-preprocessing data-visualization deep-learning dimensionality-reduction ensemble-learning exploratory-data-analysis feature-engineering machine-learning model-deployment model-selection-and-evaluation natural-language-processing regression-analysis statistical-analysis time-series-analysis-and-forecasting

Last synced: 17 Jan 2026

https://github.com/oyebamiji-micheal/deploying-customer-churn-model-to-heroku-using-docker-and-github-actions

Deploying a customer churn prediction model using Docker and GitHub Actions for CI/CD to Heroku

customer-churn-prediction docker heroku-deployment model-deployment

Last synced: 27 Aug 2025

https://github.com/imannoferesti/emotion_ai_python

Emotion and Facial Key-Point Detection Classify emotions and detect facial key-points using deep learning! This project combines CNNs and Residual Blocks to predict 15 facial key-points and categorize facial expressions into five emotions: Angry, Disgust, Sad, Happy, and Surprise.

automated-monitoring computer-vision convolutional-neural-networks data-normalization data-scaling dataset-visualization deep-learning emotion-classification emotion-detection expression-recognition facial-expressions facial-key-point-detection image-augmentation image-processing key-point-prediction model-deployment model-training residual-blocks resnet tensorflow-serving

Last synced: 24 Aug 2025

https://github.com/udhaya2823/cardheko-used_car_price_prediction

🚗 Car Dheko - Used Car Price Prediction This project enhances Car Dheko's customer experience by deploying an ML model that predicts used car prices accurately. Using a multi-city dataset, we perform data cleaning, feature engineering, and model optimization. The final model is hosted on a Streamlit app, providing instant price prediction.

data-cleaning-and-preprocessing documentation-and-reporting exploratory-data-analysis machine-learning-model-deployment model-deployment model-evaluation-and-optimization price-prediction-techniques streamlit-application-development

Last synced: 14 Oct 2025

https://github.com/mpolinowski/i-know-flowers

Serve SKLearn Image Classifier using Flask & Docker

model-deployment python sklearn

Last synced: 10 Apr 2026

https://github.com/gregoritsch3/dl_cv_e2e_potatodiseaseclassification

A guided CodeBasics Deep Learning Project where a Convolutional Model is deployed onto a Website (FastAPI) and Mobile App (React Native, Google Cloud). Its purpose is the classification of potato plant images into "healthy", "Early Blight" and "Late Blight" categories.

cnn-classification gcp model-deployment scikit-learn tensorflow

Last synced: 08 May 2026

https://github.com/jcm-ai/robust-mlops-elevating-machine-learning-to-production-scale

This project aims to address the challenge faced by the Office of Foreign Labor Certification in managing a high volume of job certification applications for employers seeking to hire foreign workers in the United States. By leveraging ML models, this project seeks to streamline the process of shortlisting visa applicants based on historical data.

aws-ec2 aws-ecr aws-s3 cicd-pipeline data-science docker-image end-to-end exploratory-data-analysis git github-actions html machine-learning-models mlops mlops-project model-deployment mongodb numpy pandas python yaml

Last synced: 09 Apr 2026

https://github.com/algorithmiaio/githubactions-modeldeployment-demo-githubalgo

Demo ML repository, using Algorithmia Model Deployment Github Action, to auto deploy on an Algorithmia algorithm backed by Github

algorithmia ci-cd githubaction-workflow githubactions jupyter-notebook machine-learning model-deployment model-serving xgboost

Last synced: 12 Aug 2025

https://github.com/sayamalt/e-commerce-text-classification

Successfully established a machine learning model that can accurately classify an e-commerce product into one of four categories, namely "Books", "Clothing & Accessories", "Household" and "Electronics", based on the product's description.

categorical-encoding cross-validation exploratory-data-analysis hyperparameter-optimization machine-learning model-deployment model-training-and-evaluation text-classification text-preprocessing text-vectorization

Last synced: 09 Nov 2025