Aishwarya Jayashankar
AVP - ML Engineer @ NatWest | PhD Scholar @ DaSHLab, BITS Pilani Goa Campus | Ex-PwC Labs (Innovation Hub)
- Role
- Phd Scholar at Data, Systems And High Performance Computing Dash Lab
- Location
- Bengaluru, KA, IN
- LinkedIn followers
- 500 followers
About Aishwarya Jayashankar
I am a Machine Learning Engineer with a demonstrated history of working in the field of Machine Learning. I\'m an ardent problem solver and a Developer with experience in Python and Terraform, delivering technical solutions and building secure, resilient and robust ML and GenAI pipelines on the Cloud. As an ML Engineer, I have honed my skills in optimizing workflows, enhancing model deployment, and scaling AI solutions.I\'m a certified AWS Solutions Architect Associate, which enables me to congregate a greater understanding in building well-architected distributed systems on the Cloud. I am also a research scholar looking into possible real-world applications and bringing an MLOps perspective into the field of Federated Learning.Beyond my technical prowess, I am a bibliophile and enjoy reading fiction. I also explore my artistic side as a Carnatic music singer and a Veena player. In addition to my technical pursuits and hobbies, I also actively volunteer at NGOs and find fulfilment in contributing to social causes.
Experience
Phd Scholar
Data, Systems And High Performance Computing Dash Lab
Aug 2023 — Present
As a PhD Scholar at DaSHLab, BITS Pilani Goa Campus, I work on exploring real-world applications of Federated Learning while integrating an MLOps perspective. My research focuses on optimizing the deployment and management of decentralized machine learning models across diverse, privacy-sensitive datasets. This involves developing scalable, secure frameworks that enable collaboration without compromising data security or model performance. My role as a researcher requires me to bridge the gap between cutting-edge theory and practical implementation, ensuring that Federated Learning systems can be seamlessly integrated into industry workflows. Additionally, I collaborate with academic and industry experts to push the boundaries of what is possible with decentralized AI technologies.
Education
Vellore Institute of Technology
Bachelor of Technology - BTech, Electronics and Communication Engineering
Birla Institute of Technology and Science, Pilani
Master of Technology - MTech (WILP), Software Systems
Birla Institute of Technology and Science, Pilani - Goa Campus
Doctor of Philosophy - PhD, Systems and Data Science
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