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BaratiLab's Projects

24789spring21 icon 24789spring21

Course webpage for 24789: Deep Learning for Engineers (Spring 2021)

airfoil-gcnn icon airfoil-gcnn

Graph Convolutional Networks for Unstructured Flow Fields

cafa icon cafa

ForeCasting with Factorized Attention (CaFA), a computationally efficient Transformer-based weather prediction model

crazyconstruct icon crazyconstruct

Additive Manufacturing for 3D printed blocks based on an LLM based input feed. Controlled through crazyflie API.

diffusion-based-fluid-super-resolution icon diffusion-based-fluid-super-resolution

PyTorch implementation of the diffusion-based method for CFD data super-resolution proposed in the paper "A Physics-informed Diffusion Model for High-fidelity Flow Field Reconstruction".

factformer icon factformer

Official implementation of Scalable Transformer for PDE surrogate modelling

fgn icon fgn

Code repo for Fluid Graph Network

fluidgan-tensorflow icon fluidgan-tensorflow

A TensorFlow framework for multi-physics phenomena (stationary, time-dependent) prediction using FluidGAN

gamd icon gamd

Data and code for graph neural network accelerated molecular dynamics

llm_rag icon llm_rag

Retrieval Augmented Generation with LLAMAINDEX

mab-os icon mab-os

Multi-Armed Bandits Optimizer Selection

meltpoolnet icon meltpoolnet

MeltpoolNet: Melt pool Characteristic Prediction in Metal Additive Manufacturing Using Machine Learning

meshdqn icon meshdqn

Using deep reinforcement learning for refining meshes in computational fluid dynamics

modulus icon modulus

A PyTorch based deep-learning toolkit for developing DL models for physical systems

mst_pde icon mst_pde

Multi-scale time-stepping of PDEs with Transformers

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