Hello! I'm Alexis Huante.

I am a research assistant with a bachelor's degree in Computer Engineering currently pursuing a Master's degree in Computer Science. My focus is on software development/engineering and data analytics.

See my work experience

Work Experience

Oak Ridge National Laboratory

Implemented and evaluated performance portability framework JACC.jl across 6 proxy applications within a team of 3 interns, comparing its performance against industry programming models such as CUDA, HIP, and oneAPI on leading High-Performance Computing (HPC) systems including the Frontier supercomputer.
Led assessments within a 6-person team to evaluate Large Language Models' (LLMs) performance in cross-language code translation generating a total of 1650 codes and achieving 95% accuracy rate utilizing GPT-4o.

Texas A&M International university

Collected and analyzed Internet of Things (IoT) data with the use of Excel, Python, and Jupyter Notebook.
Determined that the Intrinsic Dimension (ID) value of a dataset influences the learning capabilities of Machine Learning (ML) and Deep Learning (DL) models.
Published research evaluating Meta's Llama 2 capabilities in generating HPC kernels, demonstrating 35% accuracy in kernel generation.

Arts et Métiers ParisTech

Conducted meetings with mentors from Saint-Gobain, Arts et Métiers, and Texas A&M University.
Compared the Traditional Method vs. Artificial Intelligence Method of collecting research papers using a ranking system determined by feature weights.
Determined that using AI research tools for Literature Review increases productivity by 50%.

Publications

Comparing Llama-2 and GPT-3 LLMs for HPC kernels generation

Affiliations: Texas A&M International University and Oak Ridge National Laboratory

GitHub Publication Link YouTube Video Presentation

Unveiling Dataset Complexity’s Impact on Deep Learning Network Intrusion Detection (In Progress)

Affiliation: Texas A&M International University

Impact of Network Data Complexity on Machine Learning Performance for Real-Time IoT Systems (In Progress)

Affiliation: Texas A&M International University

F2XLLM: Modernizing HPC Fortran Codes with LLMs (Submitted to a conference)

GitHub

Affiliation: Oak Ridge National Laboratory

JACC.jl for high-productivity performance portable scientific workloads in Julia (In Progress)

JACC.jl GitHub

Affiliation: Oak Ridge National Laboratory

Projects

Incorporating ChatGPT as a plugin to software with an API using Java

Implemented ChatGPT into software and created a Graphical User Interface (GUI) for the user to type questions and receive an answer.

GitHub

Creating a game in C++ using data structures

Created a solve-the-equation game in C++ using the following data structures: Linked Lists, Hash Tables, Array Lists, and Queues.

GitHub

Botnet Detection in IoT Devices

Trained, tested, and tuned multiple supervised ML models for botnet detection, achieving optimal 100% accuracy with Random Forest (RF) through data preprocessing techniques.

GitHub (Coming Soon)

Contact:

alexis.huante@gmail.com