Senior Data Scientist
CurrentSenior Data Scientist focusing on home energy optimisation. Primary focus on researching, developing and deploying a service which controls solar batteries and electric vehicles, and optimises them to consumer energy tariffs. - Developed LSTM forecasting models for home electricity usage, solar generation, and EV driving, and accompanying production machine learning infrastructure.- Trained a PPO Reinforcement Learning agent to learn optimisation strategies for households based on house forecasts, consumer electricity tariffs, and home assets.- Developed a digital twin simulator to evaluate and iterate optimisation strategies.- Developed an API endpoint for the service, and deployed the service in K8s.- Developed a platform in BigQuery and Looker for monitoring the service in production.- Supported the product strategy, including engaging with potential customers, and leading exploration of new areas of interest (e.g. Flex markets).Core tools include GCP, Python, CircleCI, K8s, DBT, Airflow, Looker, SQL