Role overview
About The Role:
To apply data science techniques and machine learning algorithms to solve business problems, improve decision-making, and ensure the efficient deployment of models in production.
What Will You Do: • Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress • Analyzing the ML algorithms that could be used to solve a given problem • Exploring and visualizing data to gain an understanding of it • Identifying differences in data distribution that could affect performance when deploying the model in the real world • Verifying data quality, andoror ensuring it via data cleaning • Supervising the data acquisition process if more data is needed • Defining the preprocessing or feature engineering to be done on a given dataset • Defining validation strategies • Training models and tuning their hyperparameters • Analyzing the errors of the model and designing strategies to overcome them • Deploying models to production