About Me
Results-driven AI/ML Engineer, Data Scientist, and Software Engineer with expertise in developing scalable machine learning models, cloud-based ML systems, and full-stack applications. I specialize in predictive analytics, real-time inference, and automation solutions, optimizing workflows and enhancing decision-making across multiple industries, including finance, healthcare, and material science.
I have a proven track record of securing government contracts, leading R&D efforts, and deploying high-performance AI solutions. I'm passionate about bridging the gap between cutting-edge research and practical AI deployment to drive business impact.
Experience
- Freelance Software Engineer and Consultant - Self-Employed / NextFrame Analytics (October 2024 - Present)
- Developed and deployed AI/ML-powered applications for research and financial sectors, enhancing predictive accuracy by 15% and optimizing millions of financial strategies.
- Built scalable ML pipelines, enabling 100 TPS real-time inference, automated model retraining, and cloud deployment.
- Designed and implemented an algorithmic trading optimization system leveraging reinforcement learning, improving financial modeling performance.
- AIMdyn, Inc. - Research Engineer (October 2022 - November 2024)
- Developed ML inference systems and APIs for high-impact government projects, improving decision-making capabilities.
- Led R&D efforts for DARPA, securing a $1 million contract in AI-driven predictive modeling.
- Achieved 10% relative RMSE for multi-state, 100-step ahead predictions.
- Brooksource (Contractor for Deloitte US - Data and Analytics) - Data Scientist (June 2022 - October 2022)
- Developed AI-driven anonymization frameworks, reducing data breach risks by 40% for enterprise clients.
- Optimized data engineering pipelines, improving efficiency and scalability by 35%.
- Cal Poly, San Luis Obispo - Graduate Researcher (September 2021 - June 2022)
- Developed a COVID-19 forecasting model, improving predictions by 15% compared to ARIMA models.
- Presented research on network-based ML methods for public health applications, influencing policy recommendations.
Blog Posts
- Full-Stack Example Web Application - December 10, 2024
- Layoff - November 09, 2024
- Technical Writing Sample: Linear Regression - November 08, 2024
- Surrogate Models: Part 2 - September 22, 2024
- Surrogate Models: Part 1 - September 21, 2024
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Contact
- Location: Providence, RI 02906
- Phone: +1 (805) 468-5639
- Email: joseph.c.mcg@gmail.com
- GitHub: joseph-c-mcguire
- LinkedIn: joseph-c-mcg
- Website: joseph-c-mcguire.github.io
Top Skills
- Machine Learning
- Time-Series Analysis
- Data Science
- Python
- Cloud Computing
- Full-Stack Development
GitHub Projects
- StrategyQuant Clone: Optimized and backtested 100,000+ trading strategies using backtrader, pandas, numpy, and yfinance.
- ERCOT Scraping Module: Scraped over 1TB of market data from the ERCOT API, optimizing SQL queries for large-scale data extraction.
- Predictive Maintenance System: Backend API supported 1000+ simultaneous users and achieved 84% accuracy in a multi-class problem.
- Desktop-Reminders: A super simple script that allows you to get reminders on your desktop.
- This Website: The source code for my personal website, built using Jekyll and hosted on GitHub Pages.
Technical Writing
Explore my technical writing pieces where I delve into various topics related to data science, machine learning, and software engineering. These writings provide insights, tutorials, and in-depth analyses of complex subjects.
- Mastering GitHub & VS Code: Streamlined workflows and best practices.
- Selenium vs. HTML Requests: Choosing the right tool for web automation.
- View All Technical Writing
Services Offered
I offer a range of professional services leveraging my expertise in AI/ML development, data science, and project management. Visit my services page to learn more about how I can help you or your organization.
Services
AI/ML Development
Expert development and implementation of advanced AI/ML algorithms, specializing in time-series applications and dynamic environment simulations.
Data Pipeline Development
Design and implementation of efficient data processing pipelines for analyzing large datasets, with focus on speed, scalability, and accuracy.
Technical Consulting
Professional consulting services for businesses looking to leverage cutting-edge technology in their operations and project development.
Financial Strategy Analysis
Specialized analysis for trading strategy backtesting and robustness evaluation, leveraging mathematical expertise and industry experience.
Recent Posts
Full-Stack Example Web Application
December 10, 2024