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Intelligent Automation

PathPilot - AI Course Tracker

ReactTypeScriptPythonFastAPIMachine LearningPredictive Analytics
PathPilot - AI Course Tracker

Overview

Autonomous agents monitoring real-time progress with predictive analytics for milestone completion. Part of the PathPilot monorepo, this intelligent system tracks training progress across multiple courses and platforms, providing actionable insights and automated scheduling recommendations to optimize learning outcomes.

The Challenge

Learners taking multiple AI courses across different platforms struggle to maintain consistent progress, prioritize their learning path, and estimate completion times accurately. Without centralized tracking and intelligent insights, it's easy to lose momentum, miss deadlines, or spend time inefficiently across courses.

The Solution

Built an autonomous tracking system that monitors progress across multiple educational platforms in real-time. The system uses predictive analytics to forecast milestone completion dates, identifies learning patterns, and provides adaptive scheduling recommendations. Machine learning algorithms analyze user behavior to suggest optimal study times, flag courses at risk of abandonment, and automatically adjust learning plans based on progress velocity.

Key Features

  • Real-time Multi-platform Progress Tracking
  • Predictive Milestone Completion Analytics
  • Adaptive Learning Schedule Optimization
  • Automated Progress Notifications
  • Learning Velocity Analysis
  • Course Abandonment Risk Detection
  • Personalized Study Recommendations
  • Progress Visualization Dashboards

Project Info

Year2025