Muhammad H.

Key Skills

Software

No software listed

Top Subject Matter

Healthcare - Medical records and patient data

Finance - risk analysis and fraud detection

E-commerce

Top Data Types

Image

Text

Video

Top Task Types

Classification

Text Generation

Object Detection

Question Answering

Text Summarization

Transcription

Evaluation/Rating

Red Teaming

Freelancer Overview

I have personally trained an AI model i called MeDIS (Mechanistic Disease Inference System). Basically a scientific machine learning. Trained the model to think biologically, as well as like a mathematician and physicist I also have been involved in designing a simple Autonomous Vehicular Maintenance System I have also used neo4j to create KGs which are currently being used to train suitable AI models I have experience working in several other AI training platforms like pareto, micro1, etc

Labeling Experience

Mechanistic Disease Inference System

TextClassification

MeDIS is an ongoing independent research project focused on exploring mechanism-based computational medicine through systems biology, causal inference, and AI. The project investigates how diseases can be represented as dynamic network states rather than static diagnostic labels by integrating concepts from biology, physics, mathematics, and computational modeling. My work has involved studying biological regulatory networks, mechanistic reasoning, multiscale systems modeling, and the application of AI/ML techniques toward explainable disease modeling and causal analysis.

2023 - Present

Education

Work History