meghrajjare5273/stock-forecast

Stock Forecast Models — NSE Multi-Ticker

Prophet time-series forecasting models trained on 5 years of historical closing prices for 10 NSE blue-chip stocks.

Supported Tickers

• TCS.NS — Tata Consultancy Services
• RELIANCE.NS — Reliance Industries
• INFY.NS — Infosys
• HDFCBANK.NS — HDFC Bank
• ICICIBANK.NS — ICICI Bank
• HINDUNILVR.NS — Hindustan Unilever
• BAJFINANCE.NS — Bajaj Finance
• SBIN.NS — State Bank of India
• MARUTI.NS — Maruti Suzuki
• HCLTECH.NS — HCL Technologies

Usage

import pickle
from huggingface_hub import hf_hub_download
from prophet import Prophet

ticker = "TCS.NS"
safe   = ticker.replace(".", "_")
path   = hf_hub_download(repo_id="meghrajjare5273/stock-forecast", filename=f"{safe}.pkl")

with open(path, "rb") as f:
    model = pickle.load(f)

future   = model.make_future_dataframe(periods=30)
forecast = model.predict(future)
print(forecast[["ds", "yhat", "yhat_lower", "yhat_upper"]].tail(30))

Pipeline

• Retrained daily via GitHub Actions at 02:00 AM IST.
• Metrics (RMSE, MAE, MAPE) logged to DagsHub MLflow.
• Last updated: 2026-04-19 21:08 UTC