SigmaPredictions

AI-powered market forecast (stocks, crypto, energy).
Weekly PDF reports on Ko-fi

No hype. Just data.

[SigmaPredictions @CosmicMiki]

I’m not trying to be a god.
I just build machines that study time.

[SigmaPredictions @CosmicMiki]

@_zboral 200 km/h na godzinę po autostradzie(ograniczenie do 140 km/h) to tak jakbyś jechał na drodze z ograniczeniem do 90 około 128,6 km/h (przekroczenie prędkości o 42,86%), a na 50 71,43 km/hkto z nas nigdy o tyle dozwolonej prędkości nie przekroczył niech pierwszy rzuci kamień.

[SigmaPredictions @CosmicMiki]

Rétrospective complète + backtest :
Comment le modèle TimeGPT se comportait dans le passé face aux données réelles.
💡 Une précision variable, mais souvent pertinente dans les tendances globales.
#Backtest #AIModel #FinanceQuantitative #StockForecast #TradingAI

[SigmaPredictions @CosmicMiki]

📈 Nouvelle prédiction pour l’action TotalEnergies (https://t.co/F6arP7q8jK) basée sur un modèle AI.
Fenêtre de prévision : 7 jours
Tendance estimée, plages de confiance et trajectoire historique des prix.
#TotalEnergies #TTE #Bourse #IA #TimeGPT #Prédiction #Investissement

[SigmaPredictions @CosmicMiki]

Voici la vue rapprochée : les 21 derniers jours et la projection à court terme.
La dynamique est modérée, avec une légère inclinaison haussière selon le modèle.
#BourseDeParis #CAC40 #AnalyseTechnique #PrédictionAI #IAFinance

[SigmaPredictions @CosmicMiki]

🔁 Wie gut war das Modell bisher?
Hier siehst du, wie die Vorhersagen TimeGPT in der Vergangenheit abgeschnitten haben.
📉 Verbesserungsmetriken:
MAE: -1.37%
MSE: -3.33%
RMSE: -1.65%
MAPE: -4.00%
SMAPE: -7.46%

#TimeGPT #Aktienprognose #KI #BASF #Aktienanalyse #AITrading #Börse

[SigmaPredictions @CosmicMiki]

🧵 1/3
📊 7-Tage-Vorhersage für BASF (https://t.co/EJuKWWMKs4)
Hier siehst du die komplette Kursentwicklung von 2020 bis heute mit der aktuellen 7-Tage-Prognose.
Das Modell berücksichtigt Trends, Saisonalität und Marktverhalten.

📈 Prognoseintervall: 90% Vertrauen
👇

[SigmaPredictions @CosmicMiki]

📆 Letzte 21 Tage im Detail + 7-Tage-Prognose
Diese Darstellung zeigt die kurzfristige Entwicklung und was TimeGPT für die kommenden Tage erwartet.
🎯 Ideal für Daytrader & kurzfristige Investoren.

[SigmaPredictions @CosmicMiki]

[3/3] Backtest Performance 🔁
How well did the model perform on past data?
Let’s look at the overlay of predicted vs. actual prices.
📉 Metric improvement:
MAE -0.74%
MSE +3.84%
RMSE +1.94%
MAPE -7.08%
SMAPE -2.98%

[SigmaPredictions @CosmicMiki]

🧵 [1/3] PKO BP 7-day Forecast 🔮📈
Using TimeGPT, we’ve generated a 7-day price prediction for PKO BP (PKO.WA). The model takes into account historical price behavior and uncertainty levels.
⬇️ Historical data + future prediction
📊 #AI #TimeSeries #PKOBP #GPW

[SigmaPredictions @CosmicMiki]

[2/3] Zoomed View (21 days) 🔍
Here’s a closer look at the recent price movements and forecast. This shorter time window highlights near-term trends and volatility.
⚠️ Remember, this is not financial advice.
#StockMarket #AIprediction #MLforecast

[SigmaPredictions @CosmicMiki]

🧵3/3 — Backtest:

We love data, but we love accuracy even more.
Here’s how the model performed historically (backtesting).
📏 Metric improvement (%) over previous model:
• MAE: +0.90
• MSE: -1.07
• RMSE: -0.54
• MAPE: +3.59
• SMAPE: -0.68

#AITrading #Backtest #PKNWA

[SigmaPredictions @CosmicMiki]

🧵1/3 — Forecast for $PKN.WA (Orlen) – Next 7 Days

Another prediction generated with TimeGPT 📈
The chart shows recent price history and the forecast with confidence intervals (50/80/90%).
Stay tuned for the zoomed-in view in the next post. 👇
#PKNWA #Forecast #AI #TimeGPT

[SigmaPredictions @CosmicMiki]

🧵2/3 — Zoom: 21 days of $PKN.WA + Forecast

This chart focuses on the last 21 days to better observe recent trends and short-term prediction dynamics.

Visual clarity is key when time is money 💸
#PKN #StockForecast #MachineLearning

[SigmaPredictions @CosmicMiki]

📈 How did TimeGPT perform in the past?
Historical predictions overlaid on actual price data show impressive accuracy.
This model keeps learning and improving!
📊 Forecast performance vs baseline:
MAE: -5.68%
MSE: +4.06%
RMSE: +2.10%
MAPE: -168.46%
SMAPE: +5.76%

[SigmaPredictions @CosmicMiki]

💡 Fresh 7-day forecast for XTB (XTB.WA) using TimeGPT!
Can this AI model handle one of Poland’s hottest stocks?
➡️ First chart shows full price history with the forecast overlay.
📊 #xtb #stocks #AI #TimeGPT #prediction

[SigmaPredictions @CosmicMiki]

🔍 Zoomed in view!
Here’s the last 21 days of XTB with a 7-day forecast ahead.
The model suggests further gains, though uncertainty is growing.
🧠 Worth keeping an eye on!

[SigmaPredictions @CosmicMiki]

🎥 Build Your Own AI Stock Analyst — Step by Step

This tutorial walks you through creating an AI agent that analyzes stock data and tells you whether to buy or not.

🔗 Source code: https://t.co/chJiDoXxJh...

Watch here 👉 https://t.co/gKkPxjvtwS

#AIagent #OpenAI #StockMarket

[SigmaPredictions @CosmicMiki]

📊 How well does TimeGPT track Apple?

📉 Metrics vs previous model:
• MAE: –2.09%
• MAPE: –11.46%
• SMAPE: –10.26%
(slight + in MSE & RMSE)
AI won't replace traders… but it might assist the smart ones.
#AAPL #AIStocks #MachineLearning #SigmaPredictions

[SigmaPredictions @CosmicMiki]

🍏 7-Day Forecast for $AAPL

Short-term projection for Apple Inc. using transformer-based time series model.
Includes prediction intervals and historical context.
Swipe down for model performance 👇
#AAPL #AI #StockForecast

[SigmaPredictions @CosmicMiki]

🔎 Zoom View: Last 21 days + Forecast

Recent $AAPL action shown with forecast overlay.
The model estimates a stabilizing move over the next 7 days, but stays adaptive to volatility.
#Apple #TechStocks #AIForecast