Analysis and Prediction of Machine Maintenance Using Machine Learning Powered by AfriMine

This Omdena Local Chapter Challenge runs for 6 weeks and is a unique experience to try and grow your skills in a collaborative and safe environment with a diverse mix of people from all over the world. 

You will work on solving a local problem, initiated by Johannesburg, South Africa.

The problem

Recent unexpected equipment breakdowns have disrupted the industrial output, especially in areas affected by logistical issues or lacking proper infrastructure. These unforeseen breakdowns can have significant financial implications and can hamper the productivity of industries already operating in challenging conditions. Industrial bodies and decision-makers monitor equipment health metrics to identify early signs of potential breakdowns.

The objective is to facilitate timely interventions and preventive actions. In certain situations, especially in conflict-affected zones or remote areas, maintenance records may not be consistently kept. This absence of data can make it difficult to forecast machine maintenance needs – information vital for ensuring smooth industrial operations.

The goals

• Analyze historical machine maintenance data to identify patterns, correlations, and frequent issues.
• Develop ML models to predict future maintenance needs for various industrial equipment.
• Design an interactive web application to visualize insights and maintenance predictions.

Why join? The uniqueness of Omdena Local Chapter Challenges

Omdena Local Chapter Challenges are not a competition or hackathon but a real-world project that will grow your experience to a new level. A unique learning experience with the potential to make an impact through the outcome of the project. You will go through an entire data science project lifecycle. This covers problem scoping, data collection, and preparation, as well as modeling for deployment. And the best part is that you will join the global and collaborative community of Omdena with tons of benefits to accelerate your career.

Read more on how Omdena´s Local Chapters work