Davy Walker Collins Email and Phone Number
As an Artificial Intelligence Research Scientist, I have explored a range of advanced algorithms across the Deep Learning spectrum. My experience includes working with ResNet, ConvNeXt, and SWIN for real-time video classification, PointNet, PointNet++, Point Cloud Transformer, and Point Transformer for 3D mesh regression, and BERT, MISTRAL, and LLAMA for uncertainty-aware retrieval-augmented generation. This diverse expertise highlights my ability to tackle complex AI challenges.I hold a Master’s in Data Science and Data Engineering, along with dual Bachelor’s degrees in Applied Mathematics and Computer Science, all Summa Cum Laude. My undergraduate honors include the Department of Mathematics and Statistics Outstanding Junior Award and the Dean's Medalist distinction. This solid academic foundation has supported my transition from software development to data science, merging theoretical knowledge with practical skills. With 3 years of combined experience in software development and AI, including roles in various Agile environments, I bring a well-rounded skill set. My background includes collaborating effectively with both small and large teams, iterating quickly, and delivering impactful results.My data science journey began with a project simulating college football commitments, achieving over 50% accuracy in predicting student-athlete choices among 100+ universities. In collaboration with Lawrence Livermore National Laboratory, I led a project on electrocardiogram classification, reaching over 99% accuracy and improving model interpretability. I also developed an innovative uncertainty-aware dynamic thresholding method for time series classification for a Parsons-funded project. Most recently, at Corvid Technologies, I adapted PointNet and PointNet++ for regression tasks involving cloud-level metadata.Specializing in uncertainty-aware autonomous decision-making, I am dedicated to uncovering insights within data. By combining statistical expertise with practical data engineering skills, I aim to provide not only accurate models but also transparent and understandable AI solutions, empowering users to confidently rely on and interpret the insights driving their decisions.
Radiance Technologies
View- Website:
- radiancetech.com
- Employees:
- 737
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Software EngineerRadiance Technologies Oct 2024 - PresentHuntsville, Alabama, United States -
Artifical Intelligence / Machine Learning InternCorvid Technologies May 2024 - Aug 2024Huntsville, Alabama, United StatesOptimized FNN prediction for RCS with RayTune and Optuna for hyperparameter tuning and feature selection.Built and unit-tested C++ implementation of PyTorch RCS regressor model using LibTorch module tracing.Presented company-wide cross-training with 70+ attendees on Uncertainty Quantification and Explainable AI.Adapted PointNet for RCS task using points sampled from debris surface and normalized onto the unit sphere. -
Graduate Research AssistantParsons Corporation Dec 2023 - Aug 2024Auburn, Alabama, United StatesGraduate Research Assistantship with Auburn University, funded by Parsons Corporation.Pioneered Uncertainty-Aware dynamic thresholding method for iterative time series classification, achieving near-perfect accuracy on noisy missile trajectories in minimal time steps with only coordinate data. -
Graduate Teaching AssistantAuburn University Jun 2023 - May 2024Auburn, Alabama, United StatesEducated 300 students in Precalculus through in-class facilitations, office hours, and hand-crafted test reviews.Tutored 100+ students from multiple disciplines in Precalculus, Calculus I-III, Probability and Statistics, and R.Supported Don Logan Endowed Chair in grading Numerical Analysis, including proofs and MATLAB code. -
Undergraduate Research AmbassadorAuburn University Aug 2022 - May 2023Auburn, Alabama, United StatesMarketed research positions to connect students and professors and raise research awareness on Auburn’s campus. -
Undergraduate Research Fellow/Honors Undergraduate Research FellowAuburn University Jun 2022 - May 2023Auburn, Alabama, United StatesPredicted the college a football recruit will attend using a support vector machine, and if a recruit will attend a specific college using an ensemble of a perceptron, a decision tree, a nearest centroid classifier, and quadratic discriminant analysis.Presented at the Auburn COSAM Poster Fair and the Auburn Research Symposium. Published in the Auburn University Journal for Undergraduate Scholarship, 2023. -
Project LeadLawrence Livermore National Laboratory Aug 2023 - Dec 2023Auburn, Alabama, United StatesSenior Design Project for Master of Science in Data Science and Data Engineering at Auburn University, working for Lawrence Livermore National Laboratory.Compared uncertainty estimation for NumPy and PyTorch Python implementations of a robust Gaussian Process approach (MuyGPs) versus Random Forest Variants, K Nearest Neighbors, and a Convolutional Neural Network.Led a 3-person team in the completion of this project using BinaryEdge’s Data Science Workflow.Converted Marine Predator Algorithm from MATLAB to Python and adapted it to hyperparameter tuning. -
Database Team LeadNasa - National Aeronautics And Space Administration Jan 2023 - May 2023Auburn, Alabama, United StatesSenior Design Project for Bachelor of Science in Computer Science at Auburn University, working for NASA's Alabama CubeSAT Initiative.Refined PostgreSQL database flow, integrating with TypeScript through Prisma for the backend of a Systems Engineering Project Management Website for the Alabama CubeSAT Initiative.Designed the User Interface in Figma using User Stories while working in a 6-person Scrum environment. -
Software DeveloperColsa May 2021 - Aug 2021Huntsville, Alabama, United StatesIdeated and developed 2 RESTful web apps across the full stack in C# with ASP.NET on a rotating Scrum team.Web-scraped restaurant details with Visual Basic for Applications using textual analysis for label classification.
Davy Walker Collins Education Details
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3.88 -
3.96 | Graduated Summa Cum Laude With University Honors -
3.96 | Graduated Summa Cum Laude With University Honors
Frequently Asked Questions about Davy Walker Collins
What company does Davy Walker Collins work for?
Davy Walker Collins works for Radiance Technologies
What is Davy Walker Collins's role at the current company?
Davy Walker Collins's current role is Artificial Intelligence Research Scientist.
What schools did Davy Walker Collins attend?
Davy Walker Collins attended Auburn University, Auburn University, Auburn University.
Who are Davy Walker Collins's colleagues?
Davy Walker Collins's colleagues are Michael Bozada, Vickie Faulkner, Emily Murray, Wasim Raza, Lee Moyers, Eli Ricker, Anna Vorwerk.
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