ml
Machine learning cirriculum vitae
Projects
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- 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
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- Proof of concept of the creative potential of ML models
- Stack: GPT-3, Jekyll, render.com
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node-tree
ย โย module for generating synthetic demonstration-description pairs using psuedo context-free grammar
Spring 2022 โ Present ย ๐ง -
- Unifying framework for multitasking ร multimodal ร { supervised, self-supervised, unsupervised, and reinforcement } = multi-paradigm learning
- The Multi-Agent Network (aka: the
MAN
) ย โย A modular developer-oriented framework for integrating pretrained and learning agents
October 2021 โ Present ย ๐ง- A modular developer-oriented framework for integrating pretrained and learning agents
- ๐ฉ๐ฝโ๐พ The Fertile Cresent ย โย Ecosysten of projects, repositories, and libraries to promote the advancement of artificial intelligence
October 2021 โ Present ย ๐ง- 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 repoโs
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- One graph isnโt 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
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- developed variant of the popular unsupervised learning algorithm SOM
- available on pypi:
pip install tf-som
- Predictive General Intelligence ย โย Theoretical framework an plan for developing artificial general intelligence
March 2021 -
multi-graph-former
ย โย Like a transformer, but for graph2graph instead of seq2seq
September 2020 โ 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
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- Active project to develop teachable yet autonomous open-ended computer interaction agents
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- Hydraulic actuated, endoskeletal humanoid robot
- Technologies: 3D Printing, CNC routing, plasma cutting, PCB fab
- Artifacts available on request
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
- 2022 - 2023
Software Engineer
Motio Inc
- Develop Soterre for Qlik Sense
- Started as intern in June; full-time after 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 โ 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 โ Associate
- Mar 2019
AWS Certified SysOps Administrator โ Associate
- Mar 2019
AWS Certified Solutions Architect โ Associate