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shrenikvz/README.md

Hi 👋, I am Shrenik!

  • I am currently a PhD student in the School of Mechanical Engineering at Purdue University advised by Prof. Ilias Bilionis.
  • I hold an undergraduate degree in Ocean Engineering from the Indian Institute of Technology Madras, India.
  • My research background lies in scientific machine learning, uncertainty quantification, digital twins, causal AI, inverse problems, Bayesian statistics, stochastic modeling, control, information field theory, Gaussian processes, recurrent neural networks, graph neural networks and reinforcement learning.
  • I am especially interested in how mathematics and machine learning can work together to solve real-world engineering problems.

Skills:

Programming Languages:

  • Python, MATLAB/SIMULINK, Julia, R, C

Programming Environments:

  • Git, Latex, ROS, Docker, Slurm

Software/Libraries:

  • JAX, PyTorch, Tensorflow, Keras, GPJax/GPytorch, Flax, Equinox, Jraph, Diffrax, Optax, Pyro, Numpyro, PyMC, SaLib, CausalNex, SciML.jl, DeepXDE, Neuromancer, Langchain, Langraph, ModelingToolkit.jl, Modelica

Computer Aided Design Software:

  • AutoCAD, Fusion 360, Ansys, OpenFOAM, InkScape

Connect with me:

Pinned Loading

  1. transformer-mppi transformer-mppi Public

    Improving Model Predictive Path Integral Control with Transformer-Initialized Control Sequences

    Python 17 3

  2. active-heave-compensation active-heave-compensation Public

    Python 2

  3. gru-attitude-control-geodetic-missions gru-attitude-control-geodetic-missions Public

    Precise attitude control for Geodetic missions using JAX.

    Python