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ML AI | Backend | Computer Vision | GenAI | LLM Agents
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ML AI | Backend | Computer Vision | GenAI | LLM Agents
Cover image for LakeShield - AI-Powered Video Monitoring
LakeShield - AI-Powered Video Monitoring and Vessel Intelligence Platform I led the development of LakeShield as the Senior AI/ML Engineer and Lead Developer, taking the platform from initial research and experimentation to a scalable production system. My responsibilities included: ๐Ÿ”น Designing the end-to-end AI and video-processing architecture ๐Ÿ”น Building YOLO-based boat and vehicle detection pipelines ๐Ÿ”น Developing object tracking and movement-analysis workflows ๐Ÿ”น Implementing OCR for extracting boat registration information ๐Ÿ”น Creating scalable pipelines for processing thousands of surveillance videos ๐Ÿ”น Developing FastAPI backend services and automated data workflows ๐Ÿ”น Building a Next.js analytics dashboard integrated with Supabase ๐Ÿ”น Deploying and operating the AI pipeline on cloud GPU infrastructure ๐Ÿ”น Optimizing model accuracy, inference speed, infrastructure costs, and reliability ๐Ÿ”น Managing production monitoring, troubleshooting, maintenance, and continuous improvements The platform transforms raw surveillance footage into structured operational insights, enabling automated vessel monitoring, vehicle activity analysis, registration extraction, and reporting. This project involved complete technical ownership across Computer Vision, AI/ML, backend development, cloud infrastructure, data engineering, MLOps, and production operations. #ComputerVision #VideoAnalytics #ArtificialIntelligence #ObjectDetection #OCR #MLOps #FastAPI #NextJS #Supabase #CloudEngineering
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Cyber Security Analyst
Cyber Security Analyst
Cover image for Performed a manual, black-box security
Performed a manual, black-box security assessment of a locally-hosted large language model served through LM Studio, using Burp Suite as the primary testing tool. The engagement began with no prior knowledge beyond a single IP address, mirroring how an external attacker would approach an exposed AI server discovered on a network. Worked through a full discovery-first methodology: confirming the target was live, enumerating the server's exposed endpoints by probing and reading response codes, extracting the loaded model name directly from the API, and proving the expected request format through the server's own error responses rather than assuming it. This reconnaissance phase converted an unknown target into a complete map of its attack surface. With the attack surface established, executed a series of manual techniques through Burp's Repeater and Intruder tools, including prompt injection, system prompt extraction, role and system-message injection, parameter manipulation, error-message disclosure, and authentication testing. Demonstrated additional Burp capabilities relevant to AI systems, including response comparison to prove behavioral changes under attack, randomness testing of server-generated identifiers, and live request tampering to illustrate a man-in-the-middle scenario against AI traffic. Organized all findings into a structured vulnerability map aligned to OWASP LLM risk categories, recording each technique's result, severity, and supporting evidence. Delivered the work as a complete, reproducible, beginner-accessible walkthrough covering environment setup, discovery, exploitation, and reporting.
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117
Fractional AI & Finance Automation Lead | Model Fine-tuning
$10k+
Earned
6x
Hired
5.0
Rating
44
Followers
Fractional AI & Finance Automation Lead | Model Fine-tuning
Senior FullStack & AI Engineer | Product-Driven Solutions
$25k+
Earned
7x
Hired
5.0
Rating
26
Followers
Senior FullStack & AI Engineer | Product-Driven Solutions
Visual Content Producer | AI Engineer
$1k+
Earned
2x
Hired
5.0
Rating
19
Followers
Visual Content Producer | AI Engineer
Top Rated Plus Freelancer & Top 1% Talent
$5k+
Earned
2x
Hired
5.0
Rating
17
Followers
Top Rated Plus Freelancer & Top 1% Talent
Creative code โ†’ Apps โœฆ Research โœฆ Events
$5k+
Earned
1x
Hired
103
Followers
Creative code โ†’ Apps โœฆ Research โœฆ Events