Update model card with benchmarks and use case images

README.md

@@ -44,6 +44,18 @@ print(resp.json()["forecast"]["mean"])
 # [171.2, 174.5, 177.8, 181.0, 184.3, 187.6, 190.8]
 ```
 
+## Use Cases
+
+![Retail demand forecast — 14-day ahead with 80% and 95% confidence intervals](https://huggingface.co/Eymdeyy/tsfa-forecasting-api/resolve/main/images/01_retail_forecast.png)
+*Retail demand forecast — 14-day ahead with 80% and 95% confidence intervals*
+
+![EUR/USD exchange rate forecast — 30-day ahead with 95% probability band](https://huggingface.co/Eymdeyy/tsfa-forecasting-api/resolve/main/images/02_financial_forecast.png)
+*EUR/USD exchange rate forecast — 30-day ahead with 95% probability band*
+
+![Energy consumption forecast — 48h ahead (ETT-h1 real data)](https://huggingface.co/Eymdeyy/tsfa-forecasting-api/resolve/main/images/03_energy_forecast.png)
+*Energy consumption forecast — 48h ahead (ETT-h1 real data)*
+
+
 ## Models
 
 | Model | Credits | Best For |
@@ -60,8 +72,14 @@ Evaluated via sliding-window backtesting (5 windows) on public datasets.
 | Dataset | Model | Horizon | MAE | RMSE | MAPE | sMAPE |
 |---------|-------|---------|-----|------|------|-------|
 | ett_h1 | arima | 24 | 2.4524 | 2.9405 | 10.12% | 10.74% |
+| ett_h1 | naive | 24 | 2.4524 | 2.9405 | 10.12% | 10.74% |
+| ett_h1 | seasonal_naive | 24 | 1.9263 | 2.2837 | 8.25% | 8.74% |
 | exchange_rate | arima | 30 | 0.0085 | 0.0100 | 1.13% | 1.13% |
+| exchange_rate | naive | 30 | 0.0085 | 0.0100 | 1.13% | 1.13% |
+| exchange_rate | seasonal_naive | 30 | 0.0103 | 0.0117 | 1.37% | 1.37% |
 | m5_sample | arima | 14 | 9.0427 | 10.5617 | 7.63% | 7.43% |
+| m5_sample | naive | 14 | 14.3541 | 16.7054 | 11.45% | 11.74% |
+| m5_sample | seasonal_naive | 14 | 5.0372 | 6.2019 | 4.24% | 4.18% |
 
 Datasets: ETT-h1 (electricity transformer temperature), Exchange Rate (8 currencies),
 M5 (retail sales). All results are out-of-sample.
@@ -81,11 +99,11 @@ M5 (retail sales). All results are out-of-sample.
 
 | Plan | Monthly Credits | Rate Limit | Price |
 |------|----------------|------------|-------|
-| BASIC | 100 | 10 req/min | $0 |
-| PRO | 10,000 | 30 req/min | $49 |
-| ULTRA | 50,000 | 100 req/min | $199 |
-| MEGA | 200,000 | 300 req/min | $499 |
+| Free | 500 | 10 req/min | $0 |
+| Basic | 10,000 | 30 req/min | $49 |
+| Pro | 50,000 | 100 req/min | $199 |
+| Ultra | 200,000 | 300 req/min | $499 |
 
 ## License
 
-MIT — see [LICENSE](./LICENSE)
+MIT — see [GitHub](https://github.com/Eymdey/tsfa)