Iteration 1 - 7500 samples

README.md

@@ -0,0 +1,45 @@
+---
+language: en
+tags:
+- amazon
+- price-prediction
+- regression
+- ecommerce
+- iteration-1
+---
+
+# amazon-price-predictor-text - Iteration 1
+
+This model was trained incrementally up to iteration 1 of the Amazon ML Challenge dataset.
+
+## Model Details
+
+- **Model Type**: EfficientTextOnlyLLMRegressor
+- **Training Iteration**: 1
+- **Accumulated Samples**: 7500
+- **LLM Model**: microsoft/deberta-v3-base
+- **Last Updated**: 2025-10-12 14:03:41
+
+## Performance Metrics
+
+```json
+{
+  "iteration": 1,
+  "batch_size": 7500,
+  "text_model_mae": 14.358558720918232,
+  "image_model_mae": 27.115515845680235,
+  "text_accumulated_samples": 7500,
+  "image_accumulated_samples": 7500,
+  "timestamp": "2025-10-12T14:03:40.845796"
+}
+        Usage
+This model can predict product prices based on images.
+
+Training Strategy
+Incremental batch training
+
+Model accumulates knowledge across iterations
+
+Each iteration overwrites previous version
+
+Currently trained on 7500 samples

metrics.json

@@ -0,0 +1,9 @@
+{
+  "iteration": 1,
+  "batch_size": 7500,
+  "text_model_mae": 14.358558720918232,
+  "image_model_mae": 27.115515845680235,
+  "text_accumulated_samples": 7500,
+  "image_accumulated_samples": 7500,
+  "timestamp": "2025-10-12T14:03:40.845796"
+}

model_info.json

@@ -0,0 +1,6 @@
+{
+  "model_type": "EfficientTextOnlyLLMRegressor",
+  "iteration": 1,
+  "llm_model": "microsoft/deberta-v3-base",
+  "accumulated_samples": 7500
+}

sklearn_components.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f9bae5ec5fdbfb8bf8ae877d365de9a35386bc93fe86479df9f383160f2d3533
+size 463285