Sadanand Singh

Principal AI Research Scientist

More than 10 years of experience with deep learning, machine learning, numerical modeling and scientific computing in production environments. Proficient in Python, C++ and Linux

Technical Skills

  • Languages - Python, C++/C, Rust, R, JavaScript, Bash/zsh
  • Concepts - Deep Learning, Machine Learning, Medical Imaging,Computer Vision, Numerical Optimization
  • Tools/Environment - PyTorch, Tensorflow/Keras, SciKit-Learn, Pandas, Git
  • Frameworks/Libraries - React, Astro, Typescript, TailwindCSS
  • Data - PostgreSQL, Mongodb, GraphQL, JSON

Experience

Some Position

STEALTH STARTUP - 2023 - present | Chicalo, IL

  • Cooking something cool and exciting...

Principal Data Scientist

MICRON - 2022 - 2023 | Hyderabad, India

  • 2 patents in applications of ML in semiconductor manufacturing
  • Developed causal analysis solutions for physical systems with minmal data
  • ML framework development for DRAM Layout Design optimization

Principal Research Scientist

WHITERABBIT.AI - 2018 - 2022 | Santa Clara, CA

  • Multiple publications in medical imaging AI for breast cancer detection
  • FDA approval process for breast density estimation
  • Models for customer engagement and prediction

Staff Engineer - Machine Learning

SAMSUNG - March 2018 - Aug 2018 | San Jose, CA

  • Deep learning research on anomaly detection
  • Machine learning solutions for extremely imbalanced data in manufacturing

Deep Learning Research Scientist

KLA TENCOR - 2017 - 2018 | Milpitas, CA

  • Developed deep learning applications in lithography, defect detection and image translation
  • Designed auto-encoder models for learning ellipsometry signals
  • Designed product for defect detection in lithography

RET Design Engineer

INTEL - 2013 - 2017 | Hillsboro, OR

  • Built efficient machine learning models to identify defects prior to production
  • Designed and built deep learning models for the optimal placement of sub-resolution features on PSM masks
  • Developed models and algorithms to design optical masks to enable lithography of 14nm, 10 nm and 7 nm nodes
  • Designed new python and C++ libraries and APIs for RET data analysis, visualization and debugging

Education

PhD in Chemical Engineering

University of Wisconsin - Madison - 2008 - 2013 | Madison, WI

Advisor:Prof. Juan de Pablo Thesis:Energy landscapes of proteins and glassy materials

B.Tech in Chemical Engineering

Indian Institute of Technology Kanpur - 2004 - 2008 | Kanpur, UP, India

Accomplishments

  • Six Intel Achievement Awards
  • 10+ publications in the highest profile journals including Nature Materials and Nature Chemistry
  • Work on ultra-stable glasses covered in regular media Source 1 Source 2
  • Work on diabetes protein structure molding highlighted in media Source
  • Received one of the swiftest promotion in less than 3 years at Intel Corp. 2016
  • International student academic achievement award, UW-Madison, 2012-13
  • Ranked among top 0.5% of 400000+ students in nation-wide IIT entrance examination, 2004

Publications

  1. Ahmed Taha et al.Deep is a Luxury We Don't HaveMICCAI 2022 (2022)
  2. Nhi Truong Vu et al.An improved mammography malignancy model with self-supervised learningSPIE - Medical Imaging 2021 (2021)
  3. Thomas P. Matthews et al.A Multisite Study of a Breast Density Deep Learning Model for Full-Field Digital Mammography and Synthetic MammographyRadiology: Artificial Intelligence Vol. 3(1) (2021)
  4. Sadanand Singh et al.Adaptation of a deep learning malignancy model from full-field digital mammography to digital breast tomosynthesisSPIE - Medical Imaging 2020 (2020)
  5. Stefano Pedemonte et al.A hypersensitive breast cancer detectorSPIE - Medical Imaging 2020 (2020)
  6. Sadanand Singh et al.Generating a Machine Learning Model to Place SRAFsPATENT (2019)
  7. Sadanand Singh et al.Ultrastable glasses from in silico vapour depositionNature Materials Vol 12 (2013)
  8. Sadanand Singh et al.α-helix to β-hairpin transition of human amylin monomerJ. Chem. Phys. Vol 138 (2013)
  9. Chi-Cheng Chiu et al.Effect of Proline Mutations on the Monomer Conformations of AmylinBiophysical Journal Vol 105(5) (2013)
  10. Chi-Cheng Chiu et al.Structure and Thermodynamic Stability of Islet Amyloid Polypeptide Monomers and Small AggregatesAPS March Meeting 2013 Volume 58(1) (2013)
  11. Sadanand Singh et al.Efficient Free Energy Calculation of Biomolecules from Diffusion-Biased Molecular DynamicsJ. Chem. Theory Comput. Vol 8(11) (2012)
  12. Sadanand Singh et al.Density of States–Based Molecular SimulationsAnnual Review of Chemical and Biomolecular Engineering. Vol 3 (2012)
  13. Chris T. Middleton et al.Two-dimensional infrared spectroscopy reveals the complex behaviour of an amyloid fibril inhibitorNature Chemistry Vol 4 (2012)
  14. Sadanand Singh et al.Molecular modeling of ultra-stable vapor deposited glassesAPS March Meeting 2012 Volume 57(1) (2012)
  15. Sadanand Singh et al.Effect of Lipid Bilayer on Human Islet Amyloid Polypeptide Self AssemblyAPS March Meeting 2012 Volume 57(1) (2012)
  16. Sadanand Singh et al.Flux Tempered MetadynamicsJournal of Statistical Physics Vol 145 (2011)
  17. Sadanand Singh et al.A molecular view of vapor deposited glassesJ. Chem. Phys. Vol 134 (2011)
  18. Lu Wang et al.2DIR Spectroscopy of Human Amylin Fibrils Reflects Stable β-Sheet StructureJ. Am. Chem. Soc. Vol 133(40) (2011)
  19. Sadanand Singh et al.Early aggregation studies of diabetic amyloid in solutionAPS March Meeting 2011 Volume 56(1) (2011)
  20. Sadanand Singh et al.Strategies to counter aggregation of human amylin in solution1st Les Houches school in computational physics, France (2011)
  21. Sadanand Singh et al.Early stage aggregation studies of diabetic amyloid in solution and membranesBiophysical Society Annual Meeting, Baltimore, MD (2011)
  22. Sadanand Singh et al.Molecular characterization of dimerization of human amylin peptide in solutionAmerican Institute of Chemical Engineers Annual Meeting, Minneapolis, MN (2011)
  23. K. Q. Hoffmann et al.Structures of human amylin in the presence of lipid bilayersAmerican Institute of Chemical Engineers Annual Meeting, Minneapolis, MN (2011)
  24. Allam S. Reddy et al.Stable and Metastable States of Human Amylin in SolutionBiophysical Journal Vol 99(7) (2010)
  25. Sadanand Singh et al.Molecular modeling of a stable glass -- the case of trehaloseAPS March Meeting 2010 Volume 55(2) (2010)
  26. Sadanand Singh et al.Misfolding of diabetic amyloid in solutionAmerican Institute of Chemical Engineers Annual Meeting, Salt Lake City, UT (2010)
  27. Sadanand Singh et al.Aggregation of diabetic amyloid at biological interfacesMRSEC Midwest Symposium, Minneapolis, MN (2010)
  28. Sadanand Singh et al.Molecular modeling of physical vapor deposited stable glassesConfinements at the nano-scale in polymers, 2nd Forum PRIMME, Poitiers, France (2009)
  29. Sadanand Singh et al.Case Study on Tubular Reactor Hot-Spot Temperature Control for Throughput MaximizationInd. Eng. Chem. Vol 47(19) (2008)