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.
Live Claude.ai usage in your macOS menu bar — 5-hour session, weekly limits & credit balance at a glance. Private, self-updating native app.
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.