Being passionate to work as part of a next generation product, ready to be agile and have innovation mindset
Implement adopted design/development methodologies, patterns, and toolsets.
Understanding business objectives and designing models that help to achieve them, along with metrics to track their progress
Managing available resources such as hardware, data, and personnel so that deadlines are met
Exploring and visualizing data to gain an understanding of it, then identifying differences in data distribution that could affect performance when deploying the model in the real world
Verifying data quality, and/or ensuring it via data cleaning.
Design and develop machine learning algorithms.
Discover, design, and develop analytical methods to support novel approaches of data and information processing.
Design and develop novel algorithms.
Perform explanatory data analyses.
Prepare and analyse historical data and identify patterns.
Provide technical support for program management and business development activities including proposal writing and customer development
Supervising the data acquisition process if more data is needed
Finding available datasets online that could be used for training
Training models and tuning their hyperparameters
Analysing the errors of the model and designing strategies to overcome them