ml
Machine learning cirriculum vitae
Projects
-
- will provides simple abstractions and functions for encoding and decoding arbitrary python objects
- will support differentiable programming (including differentiable control flow)
- will introduce intelligent object creation / selection / other runtime code generation features
-
- Proof of concept of the creative potential of ML models
- Stack: GPT-3, Jekyll, render.com
-
node-tree
❘ module for generating synthetic demonstration-description pairs using psuedo context-free grammar
Spring 2022 – Present 🚧 -
- Unifying framework for multitasking × multimodal × { supervised, self-supervised, unsupervised, and reinforcement } = multi-paradigm learning
- The Multi-Agent Network (aka: the
MAN
) ❘ A modular developer-oriented framework for integrating pretrained and learning agents
October 2021 – Present 🚧- A modular developer-oriented framework for integrating pretrained and learning agents
- 👩🏽🌾 The Fertile Cresent ❘ Ecosysten of projects, repositories, and libraries to promote the advancement of artificial intelligence
October 2021 – Present 🚧- Computatrum: an AI agent that interacts with a computer using standard peripherals (keyboard, mouse, display, etc.) Limboid/computatrum
- The Multi-Agent Network (MAN): a modular developer-oriented framework for integrating pretrained and learning agents Limboid/man
-
TensorCode
: Python library for intelligent run-time code analysis and code-gen using deep learning Limboid/tensorcode Limboid/deep-tree -
Unsupervised
: keras look-alike for modular unsupervised deep learning Limboid/unsupervised -
node-tree
: generative design library for synthesizing animations, web content, and task-labeled environment interactions Limboid/node-tree - and many more repo’s
-
- One graph isn’t enough; multigraph neural networks are the way to go!
- Enables end-to-end differentiable, dynamic graph construction, node-centric multihead attention, and many other powerful features
- Developed library on top of tensorflow and keras
-
- developed variant of the popular unsupervised learning algorithm SOM
- available on pypi:
pip install tf-som
- Predictive General Intelligence ❘ Theoretical framework an plan for developing artificial general intelligence
March 2021 -
multi-graph-former
❘ Like a transformer, but for graph2graph instead of seq2seq
September 2020 – May 2021- Sequences are just a special class of graphs. The multi-graph-former can process any kind of graph.
- Supports intra- and inter-graph attention, vert updates, and edge updates with dynamic structure
- Implemented gated-update mechanism for both vertices and edges with einsum-based operations
- Example applies multi-graph-former to building a graph-structured hidden state for a recurrent neural network that encodes a sequence of words
-
- Active project to develop teachable yet autonomous open-ended computer interaction agents
Education
- 2020 - 2022
BSCS
The University of Texas at Arlington, Arlington, TX
- Studied CS with focus on ML
- Networked with professors, PhD's, and ML industry figures
- Also learned to operate CNC's and shop equiptment at the FabLab
- GPA: 3.6/4.0
- 2014 - 2018
AAS in Mathematics
Navarro College, Waxahachie, TX
- 85 hours completed
- Graduated Magna Cum Laude
- GPA: 3.9/4.0
- 2014 - 2018
STEM classes + Navarro College and UT Tyler dual-credit program
Waxahachie Global High School, Waxahachie, TX
- Created dozens of projects and videos, wrote a handful of programs, and gave more than a dozen presentations
- Took Calculus I-III and Linear Differential Equations in my senior year and made A+'s
- Graduated rank 7
- GPA: 3.9/4.0; 5.6/6.0
Experience
- 2019 - Present
Founder, Engineering, Marketing, Sales, ...
Limboid LLC
- Developing artificial general intelligence 🧠 and humanoid robots 🤖!
- Extremely multidisciplinary role covering cloud and web dev, ML, mechatronics, robotics, PCB design & fab, supply-chain & logistics, accounting, marketing, and the typical entrepreneur stuff
- We're almost ready for production!
- 2022 - Present
Software Engineer
Motio Inc
- Develop Soterre for Qlik Sense
- Started as intern in June; full-time since August 16th 2022
- 2021 - 2022
Student Research Assistant
IT Lab, UTA
- Collaborated with research group to evolve and test a flask-based statistical visualization tool CoWiz (renamed as Dash)
- Developed full stack web server MLN-Dashboard using Next-React-GraphQL-Strapi stack
- 2021 - 2022
Student Research Assistant
UTA College of Social Work, Arlington TX
- Maintained and enhanced multi-platform (iOS and Android) data collecting application MyAmble and web admin dashboard
- Stack: javascript, firebase, flutter (mobile), and vue (admin dash)
- 2016 - 2020
Crew Trainer
McDonald's, Midlothian TX
- Led safety committee and addressed employees during 30-minute monthly safety meetings
- Trained employees on-the-job and formally
- In addition to 4 years of formal education, actively used Spanish on-the-job
Certifications
- Feb 2022
AWS Certified Machine Learning Engineer – Specialty
- April 2021
Google TensorFlow Developer Certification
- Oct 2020
DeepLearning.AI TensorFlow Developer
- Sept 2020
Deep Learning Specialization by DeepLearning.AI
- Mar 2019
AWS Certified Developer – Associate
- Mar 2019
AWS Certified SysOps Administrator – Associate
- Mar 2019
AWS Certified Solutions Architect – Associate