Technical Competencies

Skills & Capabilities

Structured inventory across machine learning frameworks, core languages, full-stack web platforms, and engineering workflows.

Core Syntax & Foundations

Programming Languages

Core languages used across algorithmic engineering, system scripting, and full-stack software development.

Python
ML research, tensor operations, automation, data engineering
Primary
JavaScript / TypeScript
Type-safe web applications, asynchronous runtimes
Advanced
C++
Data structures, algorithms, memory management, computational complexity
Academic
Java
Object-oriented design patterns, software architecture
Foundational
Research & Modeling

AI / Machine Learning

Frameworks and mathematical libraries powering deep neural architectures, vision pipelines, and statistical modeling.

PyTorch
Autograd, custom layers, convolutional blocks, attention mechanisms
Primary ML
scikit-learn
Supervised pipelines, cross-validation, dimensionality reduction
Proficient
Pandas & NumPy
Vectorized mathematics, multi-million-row tabular transformations
Advanced
OpenCV
Computer vision, image pre-processing, morphology, spatial transforms
Practical
Full-Stack Software

Web & Product Engineering

Production software stack used to deliver intuitive client-facing tools, resilient APIs, and data dashboards.

React & Next.js
App Router, server components, reactive state, SEO optimization
Advanced
Node.js / Express
RESTful architecture, JWT authentication, backend middleware
Advanced
MongoDB
Document modeling, schema validation, aggregation pipelines
Proficient
Tailwind & Framer Motion
Design systems, responsive interfaces, orchestrated animations
Advanced
Workflow & Reproducibility

Systems, Tools & Methodologies

Developer tooling, version control, scientific environments, and experimental rigor.

Jupyter Notebooks
Exploratory data analysis, interactive experiments, model diagnostics
Daily Use
Git & GitHub
Version control, branching workflows, open-source collaboration
Standard
REST APIs & Web Scraping
Dynamic headless extraction, resilient rate-limiting, JSON APIs
Specialist
Linux & Bash
Shell scripting, remote server environments, environment management
Environment