EVIDENCE DOSSIER
// PRODUCTION DEPLOYMENTS & ARCHITECTURAL CASE STUDIES · SECTION 04

Flagship Systems & Production Impact

Technical architecture breakdowns of production systems, projects, and repositories this candidate has attached to their dossier.

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SYSTEM 01 // PROJECTROLE: FEATURED PROJECT

Employee salary prediction

An end-to-end regression pipeline packaged as an interactive Streamlit experience.

TechnologyPython
StackScikit-learn
PlatformStreamlit
Outcome~94% ACCURACYSelf-reported
Metric 02—Pending
Metric 03—Pending
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SYSTEM 02 // PROJECTROLE: FEATURED PROJECT

Object Detection for Low Visibility Conditions

Built a real-time object detection system for autonomous driving, detecting 7 road object classes under fog, rain, snow, and nighttime conditions, using a two-stage transfer learning pipeline trained on 70,000 BDD100K images and fine-tuned on 3,000+ ACDC adverse-weather images. Applied Mosaic, Random Erasing, HSV transformation, and RandAugment techniques.

TechnologyPython
StackPyTorch
PlatformYOLOv8
Outcomeachieved 69.1% mAP@50 (YOLOv8m), 74.0% precision, 62.3% recall, and 2.5 ms real-time inference on an NVIDIA RTX 5050 GPU.Self-reported
Metric 02—Pending
Metric 03—Pending

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SYSTEM 03 // PROJECTROLE: FEATURED PROJECT

DDoS Attack Detection & Prevention Simulator

Built a browser-based simulation modeling normal vs. DDoS-like traffic, visualizing real-time traffic spikes, latency, and server load to demonstrate detection of abnormal request patterns. Implemented mitigation strategies including rate limiting and IP blocklisting, reducing simulated attack impact and restoring service availability; deployed live on Netlify.

TechnologyReact
StackVite
PlatformJavaScript
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending

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SYSTEM 04 // PROJECTROLE: FEATURED PROJECT

Low-visibility object detection

YOLOv8m trained across fog, rain, snow and night conditions for autonomous driving.

TechnologyPyTorch
StackYOLOv8
PlatformOpenCV
Outcome69.1% mAP@50Self-reported
Metric 02—Pending
Metric 03—Pending
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SYSTEM 05 // PROJECTROLE: FEATURED PROJECT

DDoS detection simulator

Real-time traffic spikes, rate limiting and IP blocklisting in an educational browser simulation.

TechnologyReact
StackVite
PlatformSecurity
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending
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SYSTEM 06 // PROJECTROLE: FEATURED PROJECT

Student Admission Management System

Developed a full-stack student management application with Spring Security authentication, Spring Data JPA for database operations, and a responsive Thymeleaf UI supporting registration, updates, deletion, and search.

TechnologyJava
StackSpring Boot
PlatformMySQL
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending
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// RECRUITMENT & ADVISORY ENGAGEMENTS

Request Technical Architecture Dossier

Full verification packet containing source artifacts, production traces, and formal proofs available for prospective leadership roles once attested.

Download PDF (Signed)Request Intro
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