Algorithm & Library Docker-Based Downtime Prediction Framework freelancer Recommended
Data aggregation at 2024-05-04 08:06:15+08:00
Investment: 600 dollars (USD) - Negotiated Hits: 197
Project keys/tags: machine-learning tensorflow docker ubuntu mqtt
I am developing a Docker-based federated learning solution for industrial predictive maintenance to greatly enhance machine downtime prediction. The purpose of this system is to more accurately anticipate necessary maintenance and reduce unexpected downtime in industrial machinery by analysing operational data such as speed, temperature, equipment running time, and so on. Prospective freelancers must have skills and experience in the following areas: \- Docker, for providing the backbone of our decentralized system \- Federated Learning, to collectively improve our model's performance without sharing raw data \- Working with and analyzing operational data \- Implementing predictive models, in this case a 3-layer feed-forward neural network and stochastic gradient descent (SGD) The final...