Foresight
AI-Powered Prediction Platform
Overview
Foresight is an AI-powered analytics platform that enables users to make data-driven predictions using state-of-the-art machine learning models. It combines a polished Next.js frontend with a Python ML backend to deliver real-time insights through intuitive visualizations.
Role
Full-stack Developer
Timeline
2 months
Type
Personal Project
Key Metrics
15+
ML Models
Pre-trained models available
94%
Accuracy
Average prediction accuracy
<2s
Response Time
Real-time predictions
The Problem
What needed solving
Making accurate predictions from complex datasets requires deep ML expertise that most teams don't have. Existing tools are either too technical for non-engineers or too simplified to produce meaningful results.
The Solution
How I approached it
I built an accessible prediction platform that abstracts away ML complexity behind a clean interface. Users upload data, select prediction targets, and Foresight handles model selection, training, and visualization automatically using HuggingFace models and custom pipelines.
Features
What it does
- 15+ pre-trained models accessible through a unified interface
- 94% average prediction accuracy on test datasets
- Sub-2-second response times for real-time predictions
- Automatic model selection based on data characteristics
- Interactive visualizations built with Recharts
Technical Breakdown
Frontend
ML Pipeline
Infrastructure