Machine Learning Defence: Stress Detection in Employees Using Deep Learning
An AI-based system leveraging KNN, PCA, and deep learning for real-time stress detection — combining facial-expression analysis, physiological sensors, and behavioral data.
Hi, I'm Harshavardhan — a System Analyst, Cybersecurity Specialist & AI Solutions Architect who builds Intelligent systems that solve real problems. 3+ years architecting secure infrastructure, automating critical workflows, and orchestrating AI/LLM solutions across higher-ed and enterprise environments.
I'm a System Analyst, Cybersecurity Specialist & AI Solutions Architect who builds bridges between messy real-world challenges and elegant technical solutions. My background spans networking, IT infrastructure, forensic analysis, and modern AI orchestration — but what drives me is solving actual problems that drain time and create stress.
By day, I architect secure systems and automate workflows. By obsession, I live in the intersection of AI/LLM orchestration, prompt engineering, and generative solutions. I've developed deep expertise across GPT ecosystems, multi-model LLM workflows, and know how to extract maximum value from every API token. Natural-language-to-SQL, semantic search, fine-tuned retrieval, role-based AI agents — these aren't buzzwords to me; they're tools I use daily.
What sets me apart: I don't just use AI tools. I understand the forensic thinking behind them — how to construct prompts that actually work, chain models for complex workflows, and build AI-native web applications that solve real bottlenecks. SEO optimization, generative engine tuning, custom AI tooling, workflow automation — if it reduces friction and amplifies capability, I'm building it.
At BackUPlan LLC, I've helped dozens of clients transform scattered workflows into intelligent, automated systems. Whether it's designing a secure infrastructure, building a custom AI solution, or architecting the next generation of your tooling, I start by understanding your specific pain — then deliver something that actually works.
Let me know your problem. I'll either solve it with existing AI tools, or build the solution you need.
Opinionated set, refined by 3+ years of shipping and supporting real systems.
Orchestrating powerful models and building agentic systems that solve complex bottlenecks.
A mix of AI tooling, enterprise web apps, and internal platforms. Click through for full case studies.
Turn rough ideas into professional, structured prompts that get better AI output. Prompt improver, AI detector & humanizer in one dashboard — plus a Chrome extension for all powerful AI models.
Natural-language-to-SQL terminal app. Ask "show me all students in math class" and get the right rows back — with offline rule-based fallback when the LLM API is down.
A centralized PHP/MySQL platform for IT support ops with keyword-based auto-routing. Separate admin and user portals; reduced resolution time by 30%.
Real-time item tracking with location-based filtering and secure item management.
Parses raw system logs, detects patterns, and ships an analytical dashboard for security review.
Central database for complete hardware & software inventory — compliance-ready.
Optimizes delivery for 500+ addresses, entirely in-browser via Google Maps API.
An AI-based system leveraging KNN, PCA, and deep learning for real-time stress detection — combining facial-expression analysis, physiological sensors, and behavioral data.
Looking for my next role in systems analysis or web engineering — especially teams that care about reliability, clean architecture, and making users' lives easier. Always up for a quick chat.