Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
Projects in Awesome Lists tagged with model-deployment
A curated list of projects in awesome lists tagged with model-deployment .
https://github.com/datatalksclub/mlops-zoomcamp
Free MLOps course from DataTalks.Club
machine-learning mlops model-deployment model-monitoring workflow-orchestration
Last synced: 07 Jan 2025
https://github.com/DataTalksClub/mlops-zoomcamp
Free MLOps course from DataTalks.Club
machine-learning mlops model-deployment model-monitoring workflow-orchestration
Last synced: 29 Oct 2024
https://github.com/microsoft/synapseml
Simple and Distributed Machine Learning
ai apache-spark azure big-data cognitive-services data-science databricks deep-learning http lightgbm machine-learning microsoft ml model-deployment onnx opencv pyspark scala spark synapse
Last synced: 06 Jan 2025
https://microsoft.github.io/SynapseML/
Simple and Distributed Machine Learning
ai apache-spark azure big-data cognitive-services data-science databricks deep-learning http lightgbm machine-learning microsoft ml model-deployment onnx opencv pyspark scala spark synapse
Last synced: 11 Nov 2024
https://github.com/microsoft/SynapseML
Simple and Distributed Machine Learning
ai apache-spark azure big-data cognitive-services data-science databricks deep-learning http lightgbm machine-learning microsoft ml model-deployment onnx opencv pyspark scala spark synapse
Last synced: 25 Oct 2024
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: 05 Nov 2024
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: 06 Jan 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: 04 Nov 2024
https://github.com/bentoml/yatai
Model Deployment at Scale on Kubernetes 🦄️
bentoml k8s kubernetes machine-learning mlops model-deployment model-serving
Last synced: 08 Jan 2025
https://github.com/bentoml/Yatai
Model Deployment at Scale on Kubernetes 🦄️
bentoml k8s kubernetes machine-learning mlops model-deployment model-serving
Last synced: 29 Oct 2024
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: 27 Oct 2024
https://github.com/underneathall/pinferencia
Python + Inference - Model Deployment library in Python. Simplest model inference server ever.
ai artificial-intelligence computer-vision data-science deep-learning huggingface inference inference-server machine-learning model-deployment model-serving modelserver nlp paddlepaddle predict python pytorch serving tensorflow transformers
Last synced: 05 Jan 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: 06 Jan 2025
https://github.com/aniketmaurya/chitra
A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.
bounding-boxes deep-learning fastapi gradcam hacktoberfest image-classification image-dataset image-processing machine-learning mlops model-deployment model-interpretation model-serving model-visualization object-detection python pytorch tensorflow visualization
Last synced: 04 Jan 2025
https://github.com/raptor-ml/raptor
Transform your pythonic research to an artifact that engineers can deploy easily.
ai-infra data-engineering data-science dataops feature-engineering feature-extraction feature-platform featurestore kubeflow kubernetes machine-learning ml mlops model-deployment production raptor raptor-ml reactive-ml
Last synced: 07 Jan 2025
https://github.com/jim-schwoebel/allie
🤖 An automated machine learning framework for audio, text, image, video, or .CSV files (50+ featurizers and 15+ model trainers). Python 3.6 required.
autokeras automl autopytorch data-augmentation data-cleaning data-cleaning-pipeline data-transformation data-visualization datasets deep-learning ludwig machine-learning machine-learning-api machine-learning-library machine-learning-models model-compression model-deployment tpot voice-computing
Last synced: 19 Dec 2024
https://github.com/alvarobartt/serving-pytorch-models
Serving PyTorch models with TorchServe :fire:
image-classification machine-learning mlops model-deployment model-serving pytorch pytorch-cnn serve-pytorch torchserve
Last synced: 14 Oct 2024
https://github.com/notai-tech/fastdeploy
Deploy DL/ ML inference pipelines with minimal extra code.
deep-learning docker falcon gevent gunicorn http-server inference-server model-deployment model-serving python pytorch serving streaming-audio tensorflow-serving tf-serving torchserve triton triton-inference-server triton-server websocket
Last synced: 08 Jan 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: 05 Jan 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: 21 Dec 2024
https://github.com/balavenkatesh3322/model_deployment
A collection of model deployment library and technique.
aws azure caffe data-science deep-learning keras machine-learning model model-deployment model-server model-serving mxnet neural-network pytorch serving serving-pytorch-models serving-recommendation serving-tensors tensorflow
Last synced: 10 Nov 2024
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: 09 Nov 2024
https://github.com/rubixml/server
A standalone inference server for trained Rubix ML estimators.
api http-server inference inference-engine inference-server infrastructure json-api machine-learning microservice ml-infrastructure model-deployment model-server php php-machine-learning php-ml rest-api rubix-ml rubix-server
Last synced: 04 Dec 2024
https://github.com/bentoml/ocr-as-a-service
Turn any OCR models into online inference API endpoint 🚀 🌖
ai-applications model-deployment model-serving ocr ocr-python
Last synced: 13 Nov 2024
https://github.com/alvarobartt/serving-tensorflow-models
Serving TensorFlow models with TensorFlow Serving :orange_book:
image-classification machine-learning mlops model-deployment model-serving serve-tensorflow-models tensorflow tensorflow-serving
Last synced: 14 Oct 2024
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: 13 Nov 2024
https://github.com/prabhuomkar/bitbeast
Experiments with Model Training, Deployment & Monitoring
machine-learning model-deployment model-monitoring model-training
Last synced: 16 Nov 2024
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: 14 Oct 2024
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: 10 Nov 2024
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: 28 Nov 2024
https://github.com/cran-task-views/modeldeployment
CRAN Task View: Model Deployment with R
cran high-performance-computing machine-learning model-deployment r rstats task-view
Last synced: 27 Nov 2024
https://github.com/openlayer-ai/examples-gallery
Sample notebooks that use the Openlayer Python API
ai data-centric machine-learning machine-learning-operations ml ml-infrastructure mlops model-deployment model-explainability synthetic-dataset-generation tensorflow unbox
Last synced: 10 Nov 2024
https://github.com/rickiepark/aiml4coders
<개발자를 위한 머신러닝&딥러닝> 도서의 코드 저장소
cnn deep-learning keras keras-tuner machine-learning model-deployment python rnn tensorflow tensorflow-js tensorflow-lite tensorflow-serving text-classification text-generation tf-data time-series-analysis transfer-learning word-embeddings
Last synced: 21 Dec 2024
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: 06 Nov 2024
https://github.com/algorithmiaio/model-deployment
Examples showcasing model deployment
algorithmia machine-learning model-deployment tensorflow tensorflow-examples tensorflow-tutorials
Last synced: 10 Oct 2024
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: 13 Nov 2024
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: 10 Nov 2024
https://github.com/bentoml/diffusers-examples
API serving for your diffusers models
bentoml diffusers model-deployment model-serving
Last synced: 13 Nov 2024
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: 08 Nov 2024
https://github.com/openlayer-ai/openlayer-python
The official Python library for Openlayer, the Continuous Model Improvement Platform for AI. 📈
ai data-centric machine-learning machine-learning-operations ml ml-infrastructure mlops model-deployment model-explainability openlayer synthetic-dataset-generation tensorflow unbox
Last synced: 14 Oct 2024
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: 28 Dec 2024
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: 28 Dec 2024
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: 11 Dec 2024
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: 10 Nov 2024
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: 18 Dec 2024
https://github.com/ml-libs/mlserve-demo
Demo fo mlserve project
demo demo-app machine-learning mlserve model-deployment
Last synced: 07 Dec 2024
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: 28 Dec 2024
https://github.com/tataganesh/tf-serving-cnn-example
Basic example of Tensorflow Serving
model-deployment serving tensorflow-serving
Last synced: 18 Dec 2024
https://github.com/tugot17/fastapi-model-deployement
Template of simple API for machine learning models deployment
fastapi-template model-deployment
Last synced: 21 Nov 2024
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: 28 Dec 2024
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: 28 Dec 2024
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: 13 Nov 2024
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: 12 Dec 2024
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: 28 Dec 2024
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: 18 Dec 2024
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: 18 Dec 2024
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: 23 Nov 2024
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: 25 Dec 2024
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: 09 Nov 2024
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: 28 Dec 2024
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: 28 Dec 2024
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 Nov 2024
https://github.com/mpolinowski/i-know-flowers
Serve SKLearn Image Classifier using Flask & Docker
model-deployment python sklearn
Last synced: 30 Nov 2024
https://github.com/anilkumarteegala/loan-approved-or-not-model-deployment
This repo contains all the files required to deploy the loan approval app
heroku-deployment machine-learning model-deployment python3 random-forest
Last synced: 13 Nov 2024
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: 30 Dec 2024
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: 20 Dec 2024
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: 22 Nov 2024
https://github.com/jibbs1703/predicting-titanic-survivors
This project uses several machine learning models in predicting survivors of the titanic disaster of 1912. The best of the choice models is then saved and deployed to a simple web application that allows users input different features and get a survival/ no survival prediction.
classification-models data-cleaning data-visualization data-wrangling feature-engineering model-deployment predictive-modeling streamlit web-application
Last synced: 25 Nov 2024
https://github.com/jibbs1703/model-deployment-with-triton
This repository contains the steps in deploying/serving models in production using the Triton Inference Server.
docker etl model-deployment onnxruntime pytest triton-inference-server
Last synced: 25 Nov 2024
https://github.com/alessandroryo/imageclassifier-ml-cnn-transferlearning-deployment
Image classification project using machine learning, CNN, and transfer learning. Includes model training and deployment examples with TensorFlow Lite (TFLite), TensorFlow SavedModel, and TensorFlow.js (TFJS). This repository provides scripts, models, and deployment guides for easy integration.
cnn computer-vision deep-learning image-classification machine-learning model-deployment python savedmodel tensorflow tensorflow-js tflite transfer-learning
Last synced: 11 Oct 2024
https://github.com/jagadishmali567/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: 11 Dec 2024
https://github.com/sayamalt/customer-churn-prediction
Successfully established a machine learning model which can predict whether any given customer currently utilizing the products and services offered by a company will churn at anytime in the future or not, depending upon a set of unique features/characteristics pertaining to that specific individual, to a great level of accuracy.
classification data-visualization exploratory-data-analysis feature-engineering hyperparameter-tuning model-deployment model-evaluation model-optimization model-training supervised-machine-learning
Last synced: 28 Dec 2024
https://github.com/sayamalt/taxi-trip-fare-prediction
Successfully created a machine learning model which can accurately predict the fare of a taxi trip based on several features such as trip duration, tip amount, etc.
cross-validation data-exploration-and-preprocessing data-visualization exploratory-data-analysis feature-engineering hyperparameter-optimization machine-learning model-deployment model-selection model-training-and-evaluation regression-modelling
Last synced: 28 Dec 2024
https://github.com/kwame-mintah/aws-lambda-model-deployment
A lambda to deploy a machine learning model inference via serverless. Will create a new model, endpoint configuration and serverless endpoint configuration within AWS SageMaker.
aws aws-lambda model-deployment python python311
Last synced: 05 Dec 2024
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: 01 Jan 2025
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: 02 Jan 2025
https://github.com/alexliap/sk_serve
Deployment of a Scikit-Learn model and it's column transformations made easy.
machine-learning mlops model-deployment scikit-learn
Last synced: 10 Oct 2024
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: 18 Dec 2024
https://github.com/codex-0915/mlops-zoomcamp
This repository contains the notes, practice and sample outputs, homeworks, etc, from DataTalks.Club's MLOps Zoomcamp 2024 Cohort
machine-learning mlops model-deployment model-monitoring workflow-orchestration
Last synced: 26 Dec 2024
https://github.com/jibbs1703/loan-approval-prediction
This repository contains a Loan Approval Prediction Model. The model predicts the likelihood of loan approval based on applicant data. The model deployment is done using FastAPI to allow applicant data to be entered in order to obtain an approval prediction.
api-endpoints aws-ec2 aws-s3 classification-algorithm fastapi feature-engineering feature-selection loan-approval-prediction model-deployment model-training-and-evaluation
Last synced: 25 Nov 2024
https://github.com/rakibhhridoy/adockerimage-website
Dockerrzing a app,website is quite handy as in different hardware the software act differently. Containerizing a website can be a example of this. Making a docker-image is a must having skills in model deplouing stage in Data Science.
docker docker-container html model-deployment website
Last synced: 25 Dec 2024
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: 28 Dec 2024
https://github.com/sayamalt/weather-prediction-using-machine-learning
Successfully developed a machine learning model which can accurately classify the weather based on various features pertaining to weather-related data and atmospheric conditions.
artificial-neural-networks cross-validation deep-learning exploratory-data-analysis feature-engineering hyperparameter-tuning model-deployment model-training-and-evaluation supervised-machine-learning
Last synced: 28 Dec 2024
https://github.com/sayamalt/flight-price-prediction
Successfully established a machine learning model to accurately predict the price of a flight in India based on several features such as duration, days left, arrival time, departure time and so on.
data-visualization exploratory-data-analysis feature-engineering hyperparameter-tuning machine-learning model-deployment model-training-and-evaluation regression-models
Last synced: 28 Dec 2024
https://github.com/aymane-maghouti/logistic-regression-club-datai
classification with logistic regression
classification data-science logistic-regression machine-learning model-deployment
Last synced: 16 Nov 2024
https://github.com/sayamalt/superstore-sales-prediction
Successfully established a machine learning model that can accurately predict the sales of a superstore based on various features such as quantity, profit, discount, postal code, etc. The features are mainly associated with order details and customer demographics.
azure-machine-learning azure-web-app-service cicd-deployment cross-validation data-cleaning-and-preprocessing data-visualization exploratory-data-analysis feature-engineering github-actions-ci-cd hyperparameter-tuning machine-learning model-deployment model-retraining model-testing model-training-and-evaluation regression-models
Last synced: 28 Dec 2024
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: 11 Nov 2024
https://github.com/sayamalt/concrete-strength-prediction
Successfully developed a machine learning model which can accurately predict the strength of cement based on various features such as blast furnace slag, water, coarse aggregate, etc.
cross-validation data-visualization exploratory-data-analysis feature-engineering hyperparameter-optimization machine-learning model-deployment model-training-and-evaluation regression-models
Last synced: 28 Dec 2024
https://github.com/sayamalt/life-expectancy-prediction
Successfully established a machine learning model which can accurately predict the expected life duration of a human being based on several demographic features such as alcohol consumption per capita, average BMI of entire population, etc.
cross-validation data-cleaning-and-preprocessing data-visualization docker end-to-end-pipeline exploratory-data-analysis feature-engineering github-actions-workflow hyperparameter-tuning machine-learning model-deployment model-training-and-evaluation
Last synced: 28 Dec 2024
https://github.com/sayamalt/employee-attrition-prediction
Successfully established a machine learning model which can accurately predict whether an employee of a given company will leave it in the impending future or not, based on several employee details and employment metrics.
binary-classification continuous-deployment continuous-integration cross-validation data-exploration-and-preprocessing data-visualization exploratory-data-analysis feature-engineering hyperparameter-optimization machine-learning model-deployment model-training-and-evaluation
Last synced: 28 Dec 2024
https://github.com/sayamalt/credit-card-approval-prediction
Successfully developed a machine learning model which can accurately predict up to 100% accuracy whether a credit card application of a given applicant would be approved or not, based on several demographic features such as applicant age, total income, marital status, total years of work experience, etc.
binary-classification cicd-deployment cross-validation data-exploration-and-preprocessing data-visualization exploratory-data-analysis feature-engineering hyperparameter-optimization machine-learning model-deployment model-retraining model-selection model-testing model-training-and-evaluation
Last synced: 28 Dec 2024
https://github.com/virajbhutada/diamond-price-estimator
This project develops a predictive model to estimate diamond prices based on characteristics like carat, cut, color, and clarity. It covers data preprocessing, feature engineering, model selection, training, and evaluation. The final product is a web app where users can input diamond attributes to get accurate and instant price predictions.
cross-validation css data-analysis data-science-projects data-visualization eda feature-engineering html hyperparameter-tuning jupyter-notebooks machine-learning ml-algorithms model-deployment model-selection performance-optimization predictive-modeling python python-app user-interface
Last synced: 11 Nov 2024
https://github.com/mpolinowski/tf-i-know-flowers
Tensorflow image classifier Keras Applications model comparison
image-classifier keras-application model-deployment model-evaluation-and-selection tensorflow-serving tensorflow2
Last synced: 30 Nov 2024