About

TrendPulse AI is an end-to-end trend forecasting and ranking system that ingests Google Trends, Reddit, and sentiment data, performs feature engineering and machine learning to detect emerging topic breakouts with 7-day lookahead, and produces composite TrendScores with confidence tiers and interactive visualizations for the top topics. The pipeline chains configuration → data ingestion → cleaning → feature engineering → model training & ensemble → inference & ranking → multi-faceted charting (interest forecasts, breakout probabilities, sentiment timelines, velocity heatmaps, and feature importance).