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BeginnerMachine LearningFinal Year Project ~60 days

DriveGuard AI

Real‑time driver safety monitoring that watches the road and the driver.

About This Project

A dual‑interface system (CLI + web dashboard) that processes live camera feeds for lane departure, drowsiness, and hazard detection using classical computer vision and deep learning.

Problem Statement

Tired drivers and fleet operators have no simple way to get real‑time warnings about lane drifting, microsleeps, or sudden roadside dangers without buying expensive, proprietary hardware. A cab driver with a cheap dashboard webcam still has to rely on their own tired eyes to notice that they are leaving the lane or that a stray animal has run onto the road, with no automated alert that could prevent a crash.

Proposed Solution

DriveGuard AI addresses the critical issue of driver safety by providing a comprehensive monitoring solution that utilizes affordable camera hardware to deliver real-time alerts for lane drifting, drowsiness, and road hazards. This solution leverages advanced computer vision techniques and allows both individual drivers and fleet operators to enhance safety without the need for expensive, proprietary systems.

What You'll Learn
  • Implement a multi‑stage real‑time video processing pipeline with OpenCV
  • Design a modular detector architecture that fuses classical CV and deep learning
  • Integrate MediaPipe Face Mesh for landmark‑based driver fatigue analysis
  • Build a live Flask monitoring dashboard with MJPEG streaming and JavaScript polling
  • Manage temporal state (EMA smoothing, rolling windows) to reduce false alerts
Technologies Used
PythonOpenCVMediaPipeUltralytics YOLOlapjv (via lap)FlaskNumPy
Industry-Ready Preparation

This isn't just a project — it's a simulation of how software actually gets built inside a company. You'll see how real teams gather a client's requirements, negotiate trade-offs, and ship in sprints instead of all at once, while picking up the daily rhythm of an engineer's (and tester's) week along the way.

Working With Clients
Requirement gathering, scope negotiation, and expectation management — the way client-facing teams actually handle it.
A Day In The Life
Stand-ups, code reviews, bug triage, and release day — the real rhythm of an engineer's (and tester's) week.
Agile, In Practice
Sprints, backlogs, and retrospectives — see how requirements evolve iteration over iteration, not just in theory.
How Companies Ship Software
From scoping to staffing to shipping — the full lifecycle behind a project like this one, end to end.
Real-world deployment context
A logistics company equips its delivery vans with a standard dashboard camera running DriveGuard; the system warns the driver and logs events when it detects lane departure, heavy eyelids, or a child running towards the road, reducing overnight accident rates by alerting a fatigued driver.
Everything You Get
13 inclusions

One purchase, the entire toolkit — nothing held back, nothing sold separately.

Complete source code
Full, runnable codebase — yours to keep
Set up in one click
Guided, ready-to-run setup — no guesswork
Real product screenshots
7 screenshots of the actual working app
Professional documentation
13 documents — SRS, setup guide, project report
Line-by-line code walkthrough
Every feature explained, module by module
Guided learning path
32 concepts, sequenced for mastery
Step-by-step build roadmap
11-phase plan from zero to shipped
Narrated demo video
Full walkthrough of the working app
Viva & exam preparation
12 examiner-style Q&A, fully answered
Interview-ready Q&A
Interview prompts, tied to your code
AI chat assistant
Ask questions about the code, get instant answers
Technical support
Real help via WhatsApp when you're stuck
Portfolio-worthy build
Showcase it to recruiters with confidence
Project Diagrams
Standard & Premium
Locked
Locked
Locked
Locked

6 architecture & design diagrams(HLD, LLD & more) — unlocked with the Standard or Premium plan.

Screenshots
DriveGuard AI screenshot 1
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Demo Video

No demo video yet

The creator hasn't uploaded a walkthrough video.

DriveGuard AI — Source Code, Docs & Viva Prep