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DataNubi ·IPSA · 3-level ML · Walk-forward

Finanzas DataNubi

IPSA stock analysis with 3-level ML.

IPSA stock analysis platform. 27 stocks covered with data from 6 sources, 3-level ML models with walk-forward validation, Backtrader backtesting and AI chat over your data.

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Stack
  • Python
  • Django
  • Celery
  • Redis
  • PostgreSQL + pgvector
  • LightGBM
IPSA · 27 acciones L1 logistic+RF · L2 LightGBM · L3 ensemble PREDICCIÓN ML → L1 L2 L3 Walk-forward validation GRÁFICO REFERENCIAL · DATOS REALES EN finanzas.datanubi.com
What it solves

IPSA analysis with quantitative rigor, no over-promises.

  • № 01

    27 IPSA stocks covered

    Consolidated data from yfinance, EODHD, Gemini, MarketAux, Banco Central (bcchapi) and Telegram. Full coverage of Chile's main index.

  • № 02

    3-level ML with walk-forward

    L1 logistic + Random Forest. L2 LightGBM with 35 features. L3 ensemble with sentiment. Honest walk-forward validation, no lookahead bias.

  • № 03

    Backtesting and intraday engine

    Backtrader integrated to validate strategies on historical data. Intraday engine running 16 scheduled Celery Beat tasks for real-time processing.

  • № 04

    AI chat over indicators

    RAG over news, technical, fundamental and macro indicators. Natural questions, answers with source citation.

Notice

Finanzas DataNubi does not constitute financial advice nor investment recommendation. It's a quantitative analysis tool. Each user is responsible for their decisions. Markets involve risk of loss.

Declared tech stack

LightGBM, walk-forward and reproducible backtesting.

  • Python
  • Django
  • Celery
  • Redis
  • PostgreSQL + pgvector
  • LightGBM
  • Backtrader
  • Gunicorn
  • Nginx
  • Traefik
Finanzas DataNubi · FAQ

Frequently asked questions

If your question isn't here, email us at hola@ago.cl or via WhatsApp.

01 Is it financial advice?

No. Finanzas DataNubi is a quantitative analysis tool for informed decisions. Does not constitute financial advice nor investment recommendation. Each user is responsible for their decisions.

02 Only IPSA coverage?

Currently yes, 27 Chilean IPSA stocks. The stack supports expansion to other indexes (S&P 500, LatAm indexes) on demand.

03 How is data updated?

Scheduled Celery Beat tasks every 5 minutes (intraday) and daily (close). Main sources are yfinance and EODHD for prices, Banco Central for rates, MarketAux for news sentiment.

04 Can I connect my broker?

No. Finanzas DataNubi is analysis only. Does not execute orders nor connect to brokers.

27 IPSA stocks. Honest ML. Zero magic.

Visit the platform or request beta access.

Visit Finanzas →Request beta