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Projects in Awesome Lists tagged with predictive-maintenance

A curated list of projects in awesome lists tagged with predictive-maintenance .

https://github.com/hrolive/applications-of-ai-for-predictive-maintenance

Nvidia DLI workshop on AI-based predictive maintenance techniques to identify anomalies and failures in time-series data, estimate the remaining useful life of the corresponding parts, and map anomalies to failure conditions.

deep-learning keras lstm machine-learning numpy pandas predictive-maintenance python rapids time-series

Last synced: 23 Aug 2025

https://github.com/sap-samples/btp-ai-sustainability-bootcamp

This github repository contains the sample code and exercises of btp-ai-sustainability-bootcamp, which showcases how to build Intelligence and Sustainability into Your Solutions on SAP Business Technology Platform with SAP AI Core and SAP Analytics Cloud for Planning.

computer-vision condition-monitoring deep-learning defect-detection image-segmentation machine-learning predictive-maintenance sac-planning sample sample-code sap-ai-core sap-ai-launchpad sap-analytics-cloud sound-classification sustainability

Last synced: 01 Mar 2026

https://github.com/SAP-samples/btp-ai-sustainability-bootcamp

This github repository contains the sample code and exercises of btp-ai-sustainability-bootcamp, which showcases how to build Intelligence and Sustainability into Your Solutions on SAP Business Technology Platform with SAP AI Core and SAP Analytics Cloud for Planning.

computer-vision condition-monitoring deep-learning defect-detection image-segmentation machine-learning predictive-maintenance sac-planning sample sample-code sap-ai-core sap-ai-launchpad sap-analytics-cloud sound-classification sustainability

Last synced: 07 May 2025

https://github.com/arakat-community/arakat

ARAKAT - Big Data Analysis and Business Intelligence Application Development Platform

big-data-analytics business-intelligence cloud-native-applications data-pipelines distributed-systems docker docker-swarm predictive-maintenance

Last synced: 07 May 2025

https://github.com/somjit101/predictive-maintenance-industrial-iot

Illustrating a typical Predictive Maintenance use case in an Industrial IoT Scenario. By using Statistical Modelling and Data Visualization we attempt to performance Failure Analysis and Prediction of crucial industrial equipments like Boilers, Pumps, Motors etc. so that necessary actions can be taken by the management for their repair, servicing and optimal performance.

csv-files decision-trees eda failure-prediction feature-selection iot ipython-notebook predictive-maintenance python sensors

Last synced: 28 Oct 2025

https://github.com/longxingtan/python-profeld

ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python

data-science machine-learning predictive-maintenance profeld remaining-useful-life survival-analysis tensorflow time-to-event time-to-failure weibull-distribution

Last synced: 17 Sep 2025

https://github.com/nicolasfguillaume/Strategic-Business-Analytics-with-R

Foundations of Strategic Business Analytics - ESSEC Business school via Coursera.org

dplyr hierarchical-clustering hr predictive-maintenance r scoring strategic-business-analytics survival-analysis

Last synced: 29 Jul 2025

https://github.com/lgdimaggio/predictive-maintenance-mcp

AI-Powered Predictive Maintenance & Fault Diagnosis through Model Context Protocol. An open-source framework for integrating Large Language Models with predictive maintenance and fault diagnosis workflows.

anomaly-detection asset-management bearing-fault-diagnosis claude-agents claude-ai condition-monitoring envelope-analysis fastmcp fault-diagnosis iiot industrial-iot industry-4-0 iso10816 machine-failure mcp-server model-context-protocol predictive-analytics predictive-maintenance signal-processing vibration-analysis

Last synced: 02 Apr 2026

https://github.com/mongodb-industry-solutions/multiagent-predictive-maintenance

This project implements an agentic system for predictive maintenance using MongoDB, AWS Bedrock, LangGraph.js and Next.js.

agentic-ai generative-ai industry-solutions manufacturing mongodb predictive-maintenance

Last synced: 04 Apr 2026

https://github.com/kaymen99/ai-for-energy-sector

Application of machine/deep learning models & algorithms in the energy sector

deep-learning energy-efficiency grid-stability machine-learning power-demand-forecasting predictive-maintenance tensorflow2

Last synced: 15 Apr 2025

https://github.com/ocramnaig94/digital-twin-for-aircraft-engine-maintenance

A Digital Twin prototype for aircraft engine health management in order to identify possible faults and to predict its remaining useful life

deep-learning digital-twin ipynb-jupyter-notebook lstm n-cmapss node-red predictive-maintenance python turbofan-engine

Last synced: 15 Apr 2025

https://github.com/pegah-ardehkhani/predictive-maintenance-using-ml

A machine learning project for predictive maintenance, designed to forecast equipment failures and optimize maintenance schedules to reduce downtime and operational costs

adaboost decision-tree deep-learning deep-neural-networks feature-importance knn logistic-regression machine-learning machine-learning-algorithms matplotlib numpy pandas plotly predictive-maintenance random-forest seaborn sklearn stacking svm tensorflow

Last synced: 15 Apr 2025

https://github.com/yancotta/enterprise_challenge_sprint_1_hermes_reply

A production-grade, open-source SaaS platform for predictive maintenance. This project is built on a resilient and scalable stack including FastAPI, PostgreSQL/TimescaleDB, and Redis, all fully containerized with Docker. It implements a sophisticated multi-agent AI system and a complete MLOps lifecycle with MLflow to manage over 17 distinct models

anomaly-detection docker end-to-end fastapi mlflow mlops multi-agent-systems postgresql predictive-maintenance prophet redis saas systems-architecture timescaledb

Last synced: 16 Sep 2025

https://github.com/infineon/pred-main-xmc4700-kit

This repository contains the Amazon FreeRTOS software package for the XENSIV™ predictive maintenance evaluation kit EVAL_XMC47_PREDMAIN_AA.

anomaly-detection condition-monitoring freertos hvac infineon predictive-maintenance sensor xensiv xmc

Last synced: 06 Apr 2025

https://github.com/its-kanii/predictive-maintenance-for-healthcare-equipment

Predictive Maintenance for Healthcare Equipment utilizes machine learning to analyze operational metrics and predict equipment failures. This project leverages a dataset of usage hours, temperature, and maintenance history to enhance equipment reliability and reduce downtime.

data-analysis data-science failure-prediction feature-engineering healthcare-equipment jupyter-notebook machine-learning predictive-maintenance python time-series-analysis

Last synced: 09 May 2026

https://github.com/stefanheng/bearing-prediction-portability

Case study to explore general applicability of bearing degradation prediction model

predictive-maintenance signal-processing

Last synced: 26 Mar 2025

https://github.com/z3k0off/3dprinter_predictivemaintenance

Predictive Maintenance System for 3D Printers using AI, Machine Learning, and Python.

3d-printing ai flashforge iot machine-learning opencv orcaflash predictive-maintenance python streamlit tensorflow

Last synced: 08 Aug 2025

https://github.com/christian-vorhemus/azure-percept-iot-edge

This repository contains code to train and use an audio classifier for acoustic predictive maintenance running as an Azure IoT Edge module on an Azure Percept device.

azure azure-iot azure-iot-edge azure-percept azure-percept-dk manufacturing predictive-maintenance

Last synced: 19 Apr 2026

https://github.com/visheshc14/acm-vit-submission

Predictive Data Analysis & Text Summarization Using Machine Learning. ACM-VIT Recruitment Task Submission

decryption encryption machine-learning predictive-analysis predictive-analytics predictive-maintenance predictive-modeling textsummarization

Last synced: 05 May 2026

https://github.com/adrija-debnath/ideas-isi-data-science-internship

Topic of the Project - Predictive Maintenance Analysis, Data Science Internship at IDEAS - Institute of Data Engineering, Analytics and Science Foundation Technology Innovation Hub at Indian Statistical Institute, Kolkata.

data-analysis data-science predictive-analytics predictive-maintenance streamlit

Last synced: 27 Apr 2026

https://github.com/hajjsalad/embedded-ai-for-predictive-maintenance

Industrial-grade data logger using STM32 and Zephyr RTOS for real-time sensor data collection and on-device anomaly detection with TensorFlow Lite for Microcontrollers.

c dfu-util embedded factory-method-pattern predictive-maintenance stm32 tensorflow-lite zephyr

Last synced: 23 Apr 2025

https://github.com/hsn07pk/smartconveyor-ics

A distributed ICS simulation for conveyor systems featuring Raft Consensus, Kafka messaging, and Kubernetes-based resource management. 🚀⚙️

ai-optimization automation conveyor-system distributed-systems edge-computing grpc industrial-control-systems iot kafka kubernetes predictive-maintenance raft-consensus real-time-simulation

Last synced: 13 Apr 2026

https://github.com/cronware/predictive-maintenance

The Predictive Maintenance System is a C# WinForms application designed to monitor and analyze sensor data from industrial equipment in real time. It integrates machine learning (ML.NET) and MongoDB to detect anomalies, predict failures, and optimize maintenance schedules before equipment breakdown occurs.

csharp data-visualization dotnet machine-learning mlnet mongodb predictive-maintenance winforms

Last synced: 13 Apr 2026

https://github.com/kiran8053/smart-machines-efficiency-prediction

An end-to-end MLOps project that predicts the efficiency of industrial smart machines—High, Medium, or Low—using real-time operational data. Built with Flask, Docker, and Kubernetes, and automated via a Jenkins CI/CD pipeline, it showcases the complete lifecycle from data preprocessing and model training to scalable deployment.

ci-cd classification-model data-science deployment docker flask industrial-iot jenkins kubernetes machine-learning mlops model-serving predictive-maintenance python

Last synced: 11 Apr 2026

https://github.com/wesellis/azure-ai-it-copilot

🤖 AI-powered IT operations platform for Azure. Natural language infrastructure management, predictive maintenance, intelligent incident response, and cost optimization. Uses GPT-4, LangChain, and ML to automate 90% of IT tasks. Not just code assistance - full IT ops automation.

ai-powered-ops aiops azure azure-openai cloud-automation cost-optimization devops-automation enterprise-automation fastapi gpt-4 incident-response infrastructure-as-code it-operations langchain machine-learning natural-language-processing powershell predictive-maintenance python react

Last synced: 07 Apr 2026

https://github.com/sharvesh1401/battsense

BattSense is a machine learning project focused on predicting the State of Health (SOH) of lithium-ion batteries using operational parameters such as voltage, current, temperature, and capacity. The model enables accurate, data-driven diagnostics for battery performance monitoring in electric vehicles and portable devices.

battery-diagnostics battery-health battery-health-prediction battery-soh data-analysis electric-vehicles energy-storage machine-learning predictive-maintenance python regression scikit-learn

Last synced: 07 May 2026

https://github.com/suhasramanand/predictive-reliability-platform

End-to-end predictive reliability platform with anomaly detection, auto-remediation, and comprehensive observability for microservices

anomaly-detection auto-remediation chaos-engineering devops docker fastapi grafana kubernetes microservices monitoring observability predictive-maintenance prometheus python react site-reliability sre typescript

Last synced: 08 Apr 2026

https://github.com/aun151214/predictive-maintenance-cmapss

Predictive Maintenance on NASA C-MAPSS dataset using LSTM, GRU, and Transformer architectures.

cmapss deep-learning gru keras lstm machine-learning predictive-maintenance tensorflow transformer turbofan

Last synced: 09 May 2026

https://github.com/nurulashraf/predictive-maintenance-analysis-for-machine-failure-prevention

Predictive maintenance analysis for machine failure prevention using sensor data and ML. Built a Random Forest model and Gradio dashboard to identify high-risk machines for proactive maintenance.

data-science failure-prediction gradio industrial-iot machine-learning power-bi predictive-maintenance python scikit-learn

Last synced: 16 Apr 2026

https://github.com/newmatik/esocore

Industrial IoT monitoring platform with modular STM32 sensor modules for vibration/acoustic/current/pressure/temperature, Altium Designer hardware, firmware, BOMs, and cloud API specs for telemetry, OTA, and alerts.

acoustic-monitoring altium-designer current-sensing edge-computing firmware fusion360 hardware-design industrial-iot modbus predictive-maintenance profibus profinet rs-485 sensor-network stm32 temperature-monitoring vibration-monitoring

Last synced: 15 Feb 2026

https://github.com/dendarko/turbofan-predictive-maintenance

A machine learning project for predictive maintenance of turbofan engines, featuring a Flask web application with visualizations, model predictions, and deployment via Docker. Includes datasets FD001-FD004 from the NASA Prognostics Data Repository.

data-science docker flask google-cloud-run machine-learning nasa-dataset predictive-maintenance python visualization

Last synced: 02 Apr 2026

https://github.com/bm777/predictive-maintenance

Predictive maintenance using ML, hosted by FastAPI and Kafka

anomaly-detection api-rest fastapi kafka-consumer kafka-producer predictive-maintenance

Last synced: 15 May 2026

https://github.com/cronware/esp32-thermostat-temperature-prediciton

An IoT-based thermostat using ESP32, WebSockets, and MQTT for real-time control and monitoring.

esp32 esp32-webserver home-automation humidity-sensor iot mqtt predictive-maintenance smart-home temperature-sensor websocket

Last synced: 10 May 2026

https://github.com/satvikpraveen/sklearn-mastery

Enterprise-grade ML framework showcasing advanced Scikit-Learn implementations with production-ready pipelines, algorithm-optimized synthetic data generation, comprehensive evaluation suite with statistical testing, custom transformers, ensemble methods, and real-world industry applications across healthcare, finance, and manufacturing domains.

artificial-intelligence ci-cd classification custom-transformers data-science docker ensemble-methods feature-engineering fintech fraud-detection healthcare-ai hyperparameter-tuning jupyter-notebooks machine-learning mlops model-evaluation pipeline-architecture predictive-maintenance python scikit-learn

Last synced: 04 May 2026

https://github.com/moses000/mysoftware-nocnetintel

AI-powered NOC assistant for forecasting network outages, analyzing root causes, and recommending proactive resolutions using LLM and time-series intelligence.

ai data-pipeline deep-learning docker forecasting llm mlops network-operations nlp noc postgresql predictive-maintenance pytorch root-cause-analysis telecom time-series unsupervised-learning

Last synced: 05 May 2026

https://github.com/krithicswaroopan/lithium-ion_battery_soh_prediction

The project analyzes battery cycling data to predict degradation patterns and performance metrics using both deep learning (LSTM) and traditional machine learning (XGBoost) approaches. The implementation enables accurate estimation of battery health, which is crucial for battery management systems in various applications.

battery-analytics battery-degradation battery-health-prediction battery-lifecycle-prognostics battery-soh deep-learning lithium-ion-batteries lstm-model machine-learning nasa-battery-dataset predictive-maintenance python3 state-of-health time-series-analysis xgboost-model

Last synced: 29 Apr 2026

https://github.com/gharib110/predictive_maintenance_on_nasa_turbofan_jetengine

Data-Driven Predictive Maintenance with focus on Nasa TurboFan JetEngine Dataset

data-science deep-learning machine-learning nasa predictive-maintenance turbofan-engine

Last synced: 16 Aug 2025