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Deloitte is one of the Africa’s leading professional services firms; providing Audit, Tax, Consulting, Risk Advisory, Business Process Solutions and Corporate Finance services to clients across the continent. We service clients across industries that include manufacturing, retail, telecommunications, mining and the public sector. We operate through over 8000 skilled people across 29 offices in Africa to service 53 countries across the continent.
Our value to clients lies in making an impact that matters as we draw on unique service combinations, while we understand and evaluate our clients’ issues broadly and deeply. By working together in multifunctional teams, our professionals are able to share knowledge and ideas to develop solutions that are tailored to each client.
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DataProphet is a data science company specialising in predictive and prescriptive machine learning solutions within the manufacturing industry. Behind DataProphet’s success is a strong team of thirty data scientists, with diverse skillsets in Engineering, Computer Science, Statistics and Actuarial Science.
Our solution, OMNI, is targeted towards complex, multi-step industrial manufacturing processes, utilizing an advanced form of supervised and unsupervised machine learning to:
- Predict defects, faults or any quality issues with a product.
- Identify high yield operating regime.
- Perform quality control tasks using computer vision on every product.
With the ability to learn from historical production process data, OMNI automatically finds the optimal set points for variable process parameters within their control limits to maximise the output yield. The solution takes into account ambient features and understands how different process parameters interact with each other through the successive steps in the manufacturing environment.
OMNI can then, for any new production batch, serve optimal parameters learnt from previous experiences and account for process drift occurring in the natural manufacturing environment (e.g. regular machine wear).
Currently deployed at numerous manufacturing sites globally, OMNI has consistently increased yield and reduced scrap rates. In each case, the results are quantifiable at a financial level.