Overview
This is an exciting opportunity for a Postdoctoral Researcher to join a dynamic group at the Indian Institute of Science (IISc) in Bangalore. The lab focuses on fundamental questions in machine learning theory and optimization, making it a significant addition to the AI/ML research community.
Background & Relevance
Machine learning has become a cornerstone of modern technology, influencing various fields from healthcare to finance. The theoretical aspects of machine learning, particularly optimization, are crucial for developing efficient algorithms and understanding their limitations. This position aims to deepen the understanding of these foundational topics, which are essential for advancing the field.
Key Details
- Location: IISc Bangalore
- Start Date: Flexible
- Duration: 1–2 years (renewable after 1 year)
- Research Focus: Optimization theory, sampling from distributions, robustness, and dynamics of ML systems
- Contact Email: anantraj@iisc.ac.in
Eligibility & Participation
Candidates should possess a Ph.D. in Computer Science, Mathematics, Statistics, Electrical Engineering, or related fields. A strong theoretical foundation in optimization, applied probability, or machine learning theory is essential. The position targets individuals with proven research capabilities, evidenced by publications in top-tier machine learning conferences and journals.
Submission or Application Guidelines
To apply for this position, candidates should submit the following materials:
– Curriculum Vitae (CV)
– Research statement
– Two representative publications
Applications will be reviewed on a rolling basis, so early submission is encouraged.
Additional Context / Real-World Relevance
The work conducted in this lab will contribute to the broader understanding of machine learning systems, particularly in optimizing their performance and robustness. As machine learning continues to evolve, addressing these foundational issues will be critical for future advancements and applications across various domains.
Conclusion
This postdoctoral position at IISc Bangalore presents a unique chance to engage with cutting-edge research in machine learning theory and optimization. Interested candidates are encouraged to apply and contribute to the ongoing exploration of deep, foundational problems in this rapidly advancing field.
Category: PhD & Postdoc Positions
Tags: machine learning, optimization, theoretical ml, iisc, postdoc, deep learning, probability, research
