As a Machine Learning Scientist Intern at IAS, you'll conduct research on dimensionality reduction techniques for sparse matrices from semantic engines. Your tasks include prototyping and implementing methods like PCA and SVD, training machine learning models for various tasks, and integrating these models into production environments.