To kick off, our MLOps experts collaborate closely with your team to holistically analyse your existing infrastructure. We deep-dive into your business requirements and define the specific problems you aim to address with a machine learning model. This approach allows us to build a best-fit roadmap with clear timelines, objectives and KPIs, ensuring your model integrates seamlessly, scales effectively and delivers the desired business value. And, should you need custom ML model development, our data science team will be on hand to support you.
Our specialist DevOps team will design a robust ML solution architecture that optimises model performance, scalability and maintainability. If you need a custom model, our data scientists and machine learning engineers will perform data preprocessing, cleaning and feature engineering. Then, we’ll develop and train the ML model to handle predictive decision-making in the latter stages of the project.
Post-architecture, our MLOps specialists will deploy ML models into the production environment, ensuring the models and your software systems interoperate flawlessly. And we’ll oversee the entire deployment process, guaranteeing that there’s no disruption to your operations. Ultimately, we want you to leverage the potential of machine learning to gain maximum efficiency and scalability.
Beyond deployment, our MLOps team will provide continuous ML lifecycle management, including model monitoring and optimisation. We’ll track model performance metrics and anomalies and trigger alerts if we find any deviations. Additionally, we can offer continual enhancement of your ML models based on new data, changing trends or evolving business needs. The scope of work may include retraining models and updating them to maintain accuracy and performance over time.
The breadth of knowledge and understanding that ELEKS has within its walls allows us to leverage that expertise to make superior deliverables for our customers. When you work with ELEKS, you are working with the top 1% of the aptitude and engineering excellence of the whole country.
Right from the start, we really liked ELEKS’ commitment and engagement. They came to us with their best people to try to understand our context, our business idea, and developed the first prototype with us. They were very professional and very customer oriented. I think, without ELEKS it probably would not have been possible to have such a successful product in such a short period of time.
ELEKS has been involved in the development of a number of our consumer-facing websites and mobile applications that allow our customers to easily track their shipments, get the information they need as well as stay in touch with us. We’ve appreciated the level of ELEKS’ expertise, responsiveness and attention to details.