Dorsa Rohani

Dorsa Rohani

Machine learning research at NVIDIA & Vector Institute

Previously at Deep Genomics, the bleeding edge of AI and genomics. Among the youngest Top 50 Hackers worldwide by the leading global hackathon organization. More about me.

Projects

Alongside my projects, I contribute to open-source like HuggingFace's Diffusers library and NVIDIA's robot learning framework.

LungML

Lung AI

Deep learning model that detects and classifies lung cancer using CT scans.
Achieves 98% accuracy in cancerous/non-cancerous cases and 83% accuracy classifying between four specific types of lung cancers.

4x Hackathon Winner - out of 1,500+ total competitor

Deep Learning Machine Learning PyTorch
GitHub HuggingFace Model version 1 demo: Youtube
transformer

Transformer from Scratch

The complete transformer architecture built from scratch with only numpy; to investigate its parallels to higher cognitive function in the human brain.

1,000+ stars on Github

Machine Learning Generative AI NumPy
GitHub
Neural Networks for Atmospheric Composition

Atmo-DNN

Deep learning model that determines the chemical atmospheric compositions of planets and stars. Aims to identify exoplanets with conditions supportive of carbon-based life and replace traditional spectroscopic methods.

PyTorch Jupyter Notebook NASA
GitHub
NN

Neural Network from Scratch

A feed forward neural network (multilayer perceptron) from scratch, built only with numpy; to explore the differences between artificial and biological neural networks.

Machine Learning NumPy
Youtube GitHub
mldsa

Machine Learning from Scratch

Implementations of machine learning algorithms and data structures/algorithms from scratch. Also explores their relationships to the brain and nature overall.

Machine Learning Data Structures Algorithms
Youtube GitHub
Multi Style Transfer

Multi Style Transfer

Style transfer (for multiple images) is the synthesis of images, creating an output that has the content of one image and the styles of the other images.

Generative AI Neural Networks PyTorch
GitHub
STAR

S.T.A.R.

An AI + ML tool that both detects potential and technical failures in space missions, and also assists in designing them.

NASA International Hackathon: People's Choice Award Winner

Machine Learning Natural Language Processing
NASA GitHub Presentation
gptkit

GPT Finetune Kit

A ready-to-go template to fine-tune GPT models using the OpenAI API with a Flask backend and React frontend.

LLM Fine-tune React Flask
GitHub
LLM Interactive Story

LLM Interactive Story

LLM-powered interactive story game. Unlike traditional story games with limited choices, this game allows players to do anything they wish. The story dynamically adapts to their actions, offering a unique adventure every time they play. (currently inactive)

LLM Fine-tune React Flask Design
Website (LLM currently paused) GitHub
Overlay

Overlay

Object detection and overlay application. Apply custom overlay to specific objects in images.

Object Detection Python
GitHub
Chaos Theory

Chaos Theory

Ever wanted to visualize chaos? Compute & graph systems in chaos theory with any parameters you wish!

Python Mathematics
GitHub
the fallen_

the fallen_

A sci-fi web short story.

React Next.js Storytelling
Website GitHub
Violin

Violin

A musical violin simulator with mini-games in Greenfoot (java framework).

Java Greenfoot
Website GitHub

Hackathon Awards

NASA International Space Hackathon

NASA International Space Hackathon

Developed an AI + ML tool that detects potential and technical failures in space missions, and also assists in designing them.

People's Choice Award
Cognition Hackathon - VIT Mathematical Association

Cognition Hackathon

LungML - a lung cancer diagnostic tool. Winner against 1000+ competitors.

2nd Place & Healthcare Track Winner
VividHacks

VividHacks

LungML - a lung cancer diagnostic tool. Winner against ~210 competitors.

1st Place & Wolfram Award
ADL Appacthon 2.0

ADL Appathon

LungML - a lung cancer diagnostic tool. Winner against 210+ competitors.

4th Place (Best Prototype)
NeoHacks 2.0

NeoHacks 2.0

LungML - a lung cancer diagnostic tool. Winner against ~90 competitors.

Best Design Award
Hack the Change

Hack the Change

Developed cloud computing solutions for medical and social impact. Winner against of 370+ competitors.

Best Use of Cloud Computing
United Hacks

United Hacks

Developed an intuitive application to train AI on custom user data. This project was built prior to accessible fine-tuning tools. Winner against 390+ competitors.

2nd Place Solo Hack & 3rd Place Overall
MetroHacks

MetroHacks

Developed cloud computing solutions for medical and social impact. Winner against of 370+ competitors.

2nd Place in Healthcare
MecSimCalc Hackathon

MecSimCalc Hackathon

Developed a multipurpose platform that detects infection, cancerous and cardiovascular diseases, and also performs 3d computations. Winner against 70+ competitors.

1st Place & Grand Prize Winner
Major League Hacking

Major League Hacking - ReconnectEd

Developed a telemedical chatbot that assists in diagnosis and remote medical treatment.

Best Use of Google Cloud
Major League Hacking (Hackerland)

Major League Hacking - Hackerland

Developed a multipurpose AI online platform that converts between ASL and a variety of international and largely spoken languages.

3rd Place Winner