📖My research focuses on material acceleration and applied electrochemistry through sequential and machine learning algorithms. Different stages of my thesis compromise of hardware interfacing with python and visualization, using robots to perform AI accelerated experiments i.e. through active learning, benchmarking against linear models, and extracting the fundamental knowledge in reduced time over classical high-throughput experimentation for optimization of electrolyte formulations of post-Li ion battery systems.
Experience
Responsibilities included:
- Designing pipeline for electrochemical analysis of battery state-of-health and state-of-charge prognostics
- Designing attention-based seq2seq models for battery lifetime prediction
- Training using super-computer
Education
- Research Thesis: Design and Implementation of Enablers in Materials Acceleration Platforms for Battery Research"
- Development of an automated materials acceleration platform as part of Big Map
- Optimization of electrolyte formulations through active learning algorithms
- Optimization of battery health prognostics through time series modelling
- Thesis on Outlier treatment and efficient synthetic data generation for heart failure prediction.
- Chancellor’s Prize for Outstanding achivments by a postgraduate student
- The Departmental Prize for the Best Overall Performance on Postgraduate study in Computer Science
- The Departmental Prize for the Best Postgraduate Project in Computer Science
- Functionalizing of cantilever in AFM for Biophysical applications
- Functionalizing of cantilever in AFM for Biophysical applications
- Synthesis and characterization of silver-doped in HA-akermanite nanocomposites
Skills
Favorite programming language for everything “Data” 🥇
Machine Learning, Deep Learning, Reinforcement Learning
Second favorite programming language 🥈
Database management and data manipulation
Version control for all the coding projects
Computer Vision, Statistics, Data Engineering, Pipelines
Recent Publications
List of all my publicly available publications
Certificates
A list of all my certificates
Awards
BIG-MAP PhD Award
FUZHAN RAHMANIAN (KIT) is awarded the BIG-MAP PhD award for her exceptional contribution to the enhancement of the scientific objectives of BIG-MAP and for taking a leading role in establishing collaborative environment and mindset between the project partners.
The Chancellor Prize for Outstanding achievement by a postgraduate student
Chancellor’s Prizes are awarded to the students from each of the University’s academic schools who have achieved the best results in their final year. University of Huddersêeld - Sir George Buckley (Chancellor)
The Departmental Prize for the Best Overall Performance on Postgraduate study in the Computer Science Department
The prize is awarded to the student who has demonstrated exceptional performance and achievement in their coursework, research, and other activities related to their postgraduate study.
The Departmental Prize for the Best Postgraduate Project in the Computer Science Department
The prize is awarded to the student who has demonstrated exceptional performance and innovation in their research project, which may involve original research, development of novel software, or other significant contributions to the field of computer science.
Projects
