Job Description
- Architect a data based solution for the business problem presented. Develop contextual automotive domain knowledge around the problem. Collaborate with the domain knowledge expert if required.
- Understand the IoT device (Telematics Control Unit) of the vehicle. Develop understanding of Time-Series Data originating from TCU.
- Understand the data landscape, establish the data adequacy beforehand
- Clean up and Prepare datasets for modeling, get involved in ETL process if required. Apply data transformation techniques such as resampling, filtering, encoding etc.
- Exploratory data and get insights. Present the descriptive stats and insights to the domain experts. Find meaningful patterns in data, detect seasonality and trend, establish cause and effect relationships in data. Develop & Test hypothesis in collaboration with the domain experts.
- Design features, shortlist features, study feature importance, decide the ML strategy Data modelling, selec...
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