Develop novel state-of-the-art algorithms and corresponding systems, leveraging various deep learning techniques 2. Analyze and improve various aspects of the corresponding algorithms and systems, including efficiency, scalability, stability, fairness, security, and privacy 3. Perform state of the art research to advance the science and technology of Machine Learning and Artificial Intelligence 4. Collaborate with researchers and cross-functional partners including communicating research plans, progress, and results 5. Proven track record of achieving significant results as demonstrated by grants, fellowships, patents, as well as publications at leading workshops or conferences such as NeurIPS, ICLR, AAAI, RecSys, KDD, IJCAI, CVPR, ECCV, ACL, NAACL, EACL, ICASSP, CCS, IEEE S&P, MLSys, or similar 12.