Hi. I'm Joseph. I Build AI for People.
Intelligent systems for complex problems
I'm an AI Research Lead and Computer Vision Engineer driven by a genuine passion for helping others through innovative technology. At the heart of my work is the belief that artificial intelligence and machine learning can profoundly enhance human experiences. I focus on developing autonomous AI agents, advancing computer vision, and exploring multimodal research—not just to achieve technical excellence, but to truly uplift, empower, and enrich the lives of the people who use these solutions. My commitment goes beyond algorithms; it's about creating connections, solving real-world problems, and making a lasting positive impact.
Professional Experience
My journey in AI research and development
Co-Founder / CTO
- Architected and deployed autonomous AI agents using LangChain, achieving a 40% improvement in task completion rates and directly supporting customer-driven AI research initiatives
- Spearheaded research initiatives bridging cutting-edge model development with robust, open-source infrastructure improvements
- Designed scalable agent memory systems using vector databases and implemented robust evaluation frameworks that reduced hallucination rates by 85%, ensuring responsible and predictable LLM deployments
Computer Vision Researcher Engineer
- Built and optimized an end-to-end computer vision pipeline for image segmentation and classification, processing 5000+ images with 99% accuracy
- Implemented post-training fine-tuning strategies that reduced segmentation error by 30% and improved model robustness
- Engineered scalable data pipelines, cutting image retrieval latency by 40% and boosting inference speed by 25%
- Developed reinforcement learning-based feedback loops, increasing segmentation consistency by 35% through iterative model updates
Technical Expertise
My technical expertise spans across these key areas, enabling me to build end-to-end AI solutions from research to production.
Programming Languages
Machine Learning
Computer Vision
AI & LLMs
Data & Databases
DevOps & Infrastructure
Featured Projects
A selection of my most impactful work in AI and machine learning.
A Customizable End-to-End Computer Vision Pipeline for Object Detection & Segmentation
A customizable computer vision pipeline built with Detectron2 for object detection and instance segmentation tasks, with optimized deployment capabilities.
Real-Time Sentiment Analysis Dashboard
Sentiment analysis microservices to process up to 1,000 social media posts in real time.
AWS Support Ticket Analytics Dashboard
A DE project that processes and visualizes AWS support ticket data using PySpark and Streamlit.
A Customizable End-to-End Computer Vision Pipeline for Object Detection & Segmentation
Developed a modular infrastructure system to support training of 3D multiple object detection and segmentation models using PyTorch and Detectron2. The system includes data preprocessing pipelines, model training workflows, and containerized deployment with Docker and Kubernetes orchestration. Features include automated dataset preparation, hyperparameter optimization, model evaluation tools, and export capabilities for production environments. The architecture supports various backbone networks and is optimized for both research experimentation and industrial applications.
Let's Work Together
I'm always interested in challenging projects and collaborations. Whether you have a specific project in mind or just want to discuss possibilities, I'd love to hear from you.
josephyared0@gmail.com
linkedin.com/in/josephyared
Phone
206-218-4825