Application of Machine Learning & Computer Vision to Disaster Robotics
08/2020 - 04/2021
CO2-Shale Rock Modeling
01/2018 - 05/2018
Led 40+ AI and data-driven projects for Fortune 500 companies, specializing in AI/ML, GenAI, ETL, and automation.
Developed and implemented advanced solutions, including AI and ML applications, driving innovation and optimizing complex processes for clients.
Oversaw development teams using Agile methodologies to manage and execute projects. Focused on seamless integration and scaling of solutions, guided by proof-of-concept results to ensure successful project delivery and effective team collaboration.
Played a key role in a team exploring emerging technologies, leveraging insights to drive innovation and develop cutting-edge strategies for AI in dynamic markets.
Reservoir Simulation & Optimization
05/2019 - 08/2019
MGMT 655: Survey of Management
MGMT 675: Leadership in Organizations
CSCE 625: Artificial Intelligence
CSCE 633: Machine Learning
CSCE 606: Software Engineering
CSCE 629: Analysis of Algorithms
CSCE 689: Advance IoT
CSCE 611: Operating Systems
CSCE 676: Data Analysis and Mining
CHEN 425: Process Optimization, Integration & Economics
CHEN 461: Process Control & Instrumentation
CHEN 455: Process Safety Engineering
Developing a hiring environment for conducting technical interviews where candidates can work together to solve a question
Typescript, React, PostgreSQL, Graphql
Implementing different methods of supervised & unsupervised learning as part of CSCE 633
KNN
Linear Regression
Logistic Regression
Feedforward Neural Network
Convolutional Neural Network (CNN)
Decision Trees
Random Forests
Features Extraction and Selection
Part of the course work of TAMU CSCE 625 which is based on UC Berkeley AI course CS188
Projects Include:
PACMAN single search problem with A* with different heuristics
PACMAN multi-search problem with Manimax, Expectimax and custom evaluation function
Prisoner's Dilemma planning competition with classmates
08/2020-
Field Disaster Robotics
Applying ML and CV algorithms to a UAV, unmanned vehicle system, to provide the optimal viewpoint of a PackBot performing a task
Co-published: Mahmood M. Shilleh, Qusai Amer, Jan Dufek, and Robin Murphy. 2021. Best and Worst External Viewpoints for Teleoperation Visual Assistance. (HRI’21 Companion), March 8-11, 2021, Boulder, CO, USA. ACM, NY, NY, USA. 2 pages. https://doi.org/10.1145/3434074.3447280
Plant Design
Developed Process Flow Diagrams (PFD)
Simulated a whole chemical plant via AspenPlus
Performed optimization & integration saving +15MM
Reservoir Simulation & Optimization
Modeled three conventional reservoirs and updated their specifications and production plans
Developed an economic evaluation to the three reservoirs with sensitivity analysis for maximum EUR
Attended oilfield operations such as safety meetings, drilling, casing and fracking in Midland TX
Aggie Toastmasters Certificate of Completion (Level 1) Public Speaking 09/2020
AIChE Process Safety Certifacte 10/2019
T-STEM Challenge Scholarship (2) 2015 & 2016
Oil & Gas Digitalization (e.g applying artificial intelligence, cloud intelligence, etc. to oil and gas industry)
Machine Learning
AI
Big Data
Reading
Writing
Powerlifting
Public Speaking
Chess
Coding
Sports