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Curriculum Vitae/Resume
General Information
| Full Name | Ashwin K Krishna |
| Date of Birth | 21st June 2002 |
| Languages | English, Tamil, Malayalam, Hindi |
Education
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2024 B. Tech
Indian Instiute of Technology Madras - Major in Chemical Engineering.
- Minor in Computing.
- Undergraduate Research Areas.
- Computer Vision
- Reinforcement Learning
- Complexity Theory
- Deep Learning & Machine Learning
- Explainability and Inerpretability
- Graph Learning
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2020 CBSE
Maharishi Vidya Mandir Senior Secondary School - Certificate of Merit for top 0.1%.
- Science Stream including Physics, Chemistry, Mathematics, & Computer Science.
Experience
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2023-24 Research Intern
Generative AI Innovation Center, USA - Working on advancements in Multi source free domain adaptation
- Working on advancements in improving robustness of DeepFake detection
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May'23 - Aug'23 Research Intern Charpak Lab Scholarship
Universite Paris Cite - Time series Anomaly Detection, Improvement of Volume Under Surface (VUS) Range based anomaly detection metric
- Fivefold runtime improvement
- Reduction in Time and Space Complexity
- Verified on Synthetic Data and TSB UAD Benchmark
- Time series Classification, Use of Series2Graph model, to produce explainable time series classfication.
- Unified Graph based representation for Time series
- Expainability in classification based on nodes and edges
- Time series Anomaly Detection, Improvement of Volume Under Surface (VUS) Range based anomaly detection metric
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Mar'23 - Sep'23 Research Intern
National University of Singapore - Developed realistic surgical settings to integrate LLM based control
- Combined and improved several surgical simualators for image based RL control
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2022-23 Young Research Fellow
Indian Institute of Technology Madras - Developed ML based Chemical Kinetics Model for Fluidized bed reactor
- Bottleneck network for reducing and grouping multi dimensional Input data
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Jun'22-Sept'22 Technical University of Munich
Technical University of Munich, Germany - Developed XAFS data generation pipeline
- Used PCA and ANN to produce composition prediction for noisy empirical data
Course based Projects
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2023-24 Final year Project (B. Tech Project)
- Working on making advancements in Explainable Reinforcement learning in Control theory
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2023 Colloids Term Project
- Colloidal Drop Drying prediction using geometric synthetic data generation and Transfer learning
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2023 Ecological Term Project
- Mapping of Fig Trees across IIT Madras Campus for Ecological sustainability study.
Work Experience
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2022-23 Toyota Connected India Limited, Vision Team Navi AR, Lane ID
- Worked on developing Vision Pipeline in AWS Servers for automated driving
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2022-23 CONXAI X CNS Lab
- Developed Graph based reasoning networks for resource identification and allocation from video feed
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2022-23 Joint Angle Estimation by Computer Vision and Intelligence Club
- Enhanced Lightweight Joint Angle Estimation to get real time joint angle estimates by monocular lens
Open Source Projects, Computer Vision and Intelligence Club
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2022-23 Facial Expresssion Recognition (FER)
- Improved Speed of FER by using Facenet to replace MTCNN backbone in facial detection.
Honors and Awards
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2023 - Charpak Lab Scholarship
- Top 30 in India
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2022 - Young Research Fellowship
- Top 35 in IITM in Research Aptitude
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2020 - Certificate of Merit
- Top 0.1% in CBSE for Class XII
Other Interests
- Hobbies: Music, Drawing, Karate.