Today's Predicted Readinessâ€
My Journey Through Data Science & AI
My background in Psychology provided me with the understanding of human behavior,
cognition and
emotion.
It also imparted to me the importance of rigorous data collection and analysis, which
underlie
the foundation of any good machine learning models.
Through my work as a researcher and data scientist, I was exposed to big and diverse
datasets,
which required
careful cleaning and detailed exploration to gain
deep understandings and insights. It also provided me the opportunity to apply machine
learning
techniques to understand more about sleep,
physical activity and health.
Recently, I am learning and building end-to-end MLOps workflow by using a variety of
tools such
as MLflow, AWS SageMaker, and GCP Vertex AI. As more organizations incorporate machine
learning
into their business, it becomes even more essential to have automated pipelines and
workflows,
with CI/CD/CM
that take over the traditional manual way of handling machine learning projects.
