Hi, I'm Sadanand Singh. I am working on something cool using AI/ML -- in the field of finance and medicine. I am an avid lover of Algorithms, Python, Rust, C++, Javascript. My background is in computational physics, numerical modeling and optimization and software design. I have a PhD in computational physics/chemical engineering focusing on computational models of nano-materials and bio-molecules.

My active area of research is in applications of statistics, machin learning, deep learning and computer vision in manufacturing, medical imaging and in the radiology business. I am specifically interested in designing AI models that are explainable and tractable.

Research Interests

• Applications of deep learning algorithms to multi-modal screening mammography for classification and localization of cancer
• Development of explainableAI models for medical applications.
• Domain adaptation of Deep Leaning and Machine Learning models
• Self-supervised learningto incorporate large amounts of unlabeled medical data
• Applications of modern web technologies to make deep learning research more transparent, reproducible and easy to share.
• Using fundamentals of stochastic learning to model consumer behavior.

CV

AI and Computer Vision Skills

Skills I acquired during 14+ years of being in grad school and tech industry

• Deep Learning / Machine Learning

  • PyTorch, Tensorflow and Keras
  • Transformers
  • Self-supervised Learning
  • Representation Learning
  • Mlflow Development
  • Tree-based Models
  • Support Vector Machines
  • Clustering Algorithms

• Medical Imaging

  • Spine and Brain CT-Scan and MRI Imaging
  • Breast Screening
  • Tomography Synthesis Images
  • Lung Imaging
  • Anamoly Detection
  • Object Detection with Detectron2
  • Medical Imaging In-painting via GANs
  • Trust in Medical AI systems

Web Development Skills

Skills I learned during my free time and special during the quarantine

• Front-end Development

  • React
  • Tailwind CSS and Component Libraries
  • Astro
  • SEO-friendly and Accessible Designs

• Backend Development

  • Postgres/Mysql/Sqlite
  • MongoDB/ElasticDB
  • Flask/Django/Tornado
  • Graphql