erik-dali,Erik Dali,_erik_dali,github

Hi there 👋

This page is a collection of some coding projects I've worked on. Currently there are 4 repositories on machine learning and scientific computing.

Scientific Computing This is a sample of my scientific computing code in MatLab on probability distributions and nonlinear optimization. In the first part I define a couple functions for creating histograms and drawing random samples from probability distributions. The second part of this repository shows a couple of nonlinear optimization methods.
3D Object Detection: LIDAR Semantic Segmentation This is a machine learning and computer vision project that works on LIDAR data. The objective is detection of 3D objects i.e. semantic segmentation of LIDAR point clouds. The dataset used here is KITTI-360 and the model is a modified PointNet2. This is a Python based implementation using Pytorch and Open3D in a Jupyter Notebook.
Object-Oriented Programming: Tetris This is a small project to showcase object-oriented programming in Python. No image assets are used for this project; everything is being rendered using a Tkinter wrapper library.
Glomeruli-Detection This project demonstrates the effectiveness of Deep Atrous Convolution (DeepLab V3) with a ResNet-101 backbone for segmentation of glomeruli within kidney Whole Slide Imaging (WSI) at full resolution. This is a Python based implementation using Pytorch and TorchVision in a Jupyter Notebook.

Erik Dali's Projects

codinginterviews

This repository contains coding interviews that I have encountered in company interviews

This project demonstrates the effectiveness of Deep Atrous Convolution (DeepLab V3) with a ResNet-101 backbone for segmentation of glomeruli within kidney Whole Slide Imaging (WSI) at full resolution.

lidar-semantic-segmentation

Semantic segmentation of LIDAR point clouds from the KITTI-360 dataset using a modified PointNet2. This is a Python and PyTorch based implementation using Jupyter Notebooks.

point_labeler

My awesome point cloud labeling tool

pointnet

PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation

ptsafall2018

DS-GA 3001.001/.002 Probabilistic time series analysis Fall 2018

ptsafall2020

NYU Probabilistic time series analysis Fall: 2020

relation-shape-cnn

Relation-Shape Convolutional Neural Network for Point Cloud Analysis (CVPR 2019 Oral & Best paper finalist)

scientific-computing

This is a sample of my MatLab code related to scientific computing and probability. For the first update I'm defining a couple functions for visualizing and sampling random numbers from probability distributions. It can also draw histograms with confidence intervals.

tetris-game-python

This is a small project to showcase object-oriented programming in Python. No image assets are used for this project; everything is being rendered using a Tkinter wrapper library.