Kartik Bali's repositories

YOLOV3_SSD

YOLOV3 vs SSD Object Detection on KITTI (tiny) dataset

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PointNet_Semantic_Seg

Semantic segmentation on pointclouds using PointNet

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DeepSDF-and-3D-EPN

3D shape reconstruction with DeepSDF and 3D EPN using the ShapeNet Dataset

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Pedestrian-Distribution-using-VAE

Implemented and tested VAE for MNIST digit generation and then trained it to generate pedestrian distribution in a given space.

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mlops-template

MLops template for deployment

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DS-demo

Portfolio Project

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2D-Sphere-Packing-using-Differential-Physics

Solution of 2D Sphere Packing Problem due to Overlapping Potentials using Differential Physics in PhiFlow

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3D-Ray-Tracer

3D Ray Tracer App using SDL2 Media Layer

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PhiFlow

A differentiable PDE solving framework for machine learning

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Topic-Modelling

Topic Modelling using BERTopic

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LoRA-BERT

BERT_Sentiment_Classification

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jax-am

Additive manufacturing simulation with JAX.

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jaxfluids

jaxfluids.

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adopt-py

Python package for AI-driven design and optimization of scientific simulators

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Vector-Field-Learning-using-RBFs

Task 3: Vector Function representing a dynamical system of points was learned using Radial Basis Functions. Task 5 : Taken's theorem was applied to create a time delay embedding. The PCA version of this curve was learnt by the RBFs to predict MI building utilization for longer duration.

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heuristics

Copilot assisted algorithms and heuristics

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Pedestrian_sim

A GUI based notebook for visualizing crowd simulation based on Cellular Automata Approach

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MLCMS-exercises

Exercises for the course of Machine Learning in Crowd Modelling and Simulation @ TUM

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Smoke-Reconstruction-using-Density-Priors

Trained a neural network that reconstructs smoke simulation from an only partially observed sequence of state,s which are the x- and y-projections of the smoke density over time, the full physical states.

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1D-Kuramoto-Sivashinsky-Equation

Solution to 1D KS equation using Convolutional Neural Networks in Phiflow.

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3DCNN-and-PointNet

Implementations of 3DCNN and PointNet Models for 3D Shape Classification and Segmentation

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Aerial-Semantic-Segementation

Semantic Segmentation for 2D Aerial Drone Imagery using a Unet model

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mlcms-2

ML in Crowd Modelling & Simulation | Exercise #2

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invertible-neural-networks

Tutorials for invertible neural networks.

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