diff --git "a/A2/A2_Report.ipynb" "b/A2/A2_Report.ipynb" --- "a/A2/A2_Report.ipynb" +++ "b/A2/A2_Report.ipynb" @@ -19,14 +19,7 @@ "source": [ "## 1. Problem Statement\n", "\n", - "**Goal:** Build an ML model to automatically assess Deep Squat movement quality.\n", - "\n", - "| Aspect | Description |\n", - "|--------|-------------|\n", - "| **Input** | 3D skeleton data from Kinect camera → 40 preprocessed features with angle andtiming deviations |\n", - "| **Output** | AimoScore of 0-1.0 |\n", - "\n", - "**Scoring Approach:** Linear regression with feature engineering to map movements to expert scores." + "The goal is to build an ML model that automatically tests Deep Squat movement quality. The input has 40 preprocessed features from 3D skeleton data taken by a Kinect camera. The output is an AimoScore ranging from 0 to 1.0, where higher scores indicate better movement quality." ] }, { @@ -34,8 +27,9 @@ "id": "7a871603", "metadata": {}, "source": [ - "---\n", - "## 2. Dataset Overview" + "## 2. Dataset Overview\n", + "\n", + "The dataset contains about 2000 deep squat assessments split into 80% training and 20% test sets." ] }, { @@ -49,9 +43,8 @@ "output_type": "stream", "text": [ "Dataset\n", - "Training samples: 1599\n", - "Test samples: 400\n", - "Deduplicated samples: 95\n", + "Training samples: 1675\n", + "Test samples: 419\n", "Total features: 40\n", "\n", "Feature types:\n", @@ -72,19 +65,14 @@ "REPO_ROOT = os.path.abspath(os.path.join(os.getcwd(), \"..\"))\n", "DATA_DIR = os.path.join(REPO_ROOT, \"Datasets_all\")\n", "\n", - "# original dataset\n", - "raw_train_df = pd.read_csv(os.path.join(DATA_DIR, \"A2_dataset_80.csv\"))\n", - "raw_test_df = pd.read_csv(os.path.join(DATA_DIR, \"A2_dataset_20.csv\"))\n", - "\n", - "# deduplicated dataset\n", - "train_df = pd.read_csv(os.path.join(DATA_DIR, \"train.csv\"))\n", - "test_df = pd.read_csv(os.path.join(DATA_DIR, \"test.csv\"))\n", + "# Load original dataset (with duplicates)\n", + "train_df = pd.read_csv(os.path.join(DATA_DIR, \"A2_dataset_80.csv\"))\n", + "test_df = pd.read_csv(os.path.join(DATA_DIR, \"A2_dataset_20.csv\"))\n", "\n", "print(\"Dataset\")\n", "print(f\"Training samples: {len(train_df)}\")\n", "print(f\"Test samples: {len(test_df)}\")\n", - "print(\"Deduplicated samples: 95\")\n", - "print(f\"Total features: {len(train_df.columns) - 2}\")\n", + "print(f\"Total features: {len(train_df.columns) - 2}\") # -2 for AimoScore and EstimatedScore\n", "print(f\"\\nFeature types:\")\n", "print(f\" - FMS Angle deviations (body joints): 13 features\")\n", "print(f\" - NASM deviations (mvmt patterns): 25 features\")\n", @@ -100,17 +88,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -123,22 +101,7 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", - "# plot the raw data first\n", - "raw_fig, raw_axes = plt.subplots(1, 2, figsize=(12, 4))\n", - "\n", - "# Target distribution\n", - "sns.histplot(raw_train_df['AimoScore'], bins=30, kde=True, ax=raw_axes[0], color='steelblue')\n", - "raw_axes[0].set_title('Distribution of original AimoScore')\n", - "raw_axes[0].set_xlabel('AimoScore')\n", - "\n", - "# Box plot\n", - "sns.boxplot(x=raw_train_df['AimoScore'], ax=raw_axes[1], color='steelblue')\n", - "raw_axes[1].set_title('Raw AimoScore Boxplot')\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# plot the deduplicated data\n", + "# Plot target distribution\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "# Target distribution\n", @@ -148,7 +111,7 @@ "\n", "# Box plot\n", "sns.boxplot(x=train_df['AimoScore'], ax=axes[1], color='steelblue')\n", - "axes[1].set_title('Deduplicated AimoScore Boxplot')\n", + "axes[1].set_title('AimoScore Boxplot')\n", "\n", "plt.tight_layout()\n", "plt.show()" @@ -159,11 +122,11 @@ "id": "ba32f22e", "metadata": {}, "source": [ - "---\n", "## 3. Domain Insights\n", "\n", "### 3.1 Duplicate Features\n", - "Some FMS and NASM features are identical, so they were removed." + "\n", + "Some FMS and NASM features measure the same angles and so are identical. We find and remove these duplicates during preprocessing to avoid redundancy and multicollinearity issues." ] }, { @@ -205,15 +168,10 @@ "source": [ "### 3.2 Left-Right Symmetry Constraints\n", "\n", - "Good squat form should be symmetric which is common knowledge so the symmetry is enforced by averaging left and right feature pairs.\n", + "Good squat form should be symmetric on the left and right. We enforce this by averaging left-right feature pairs during training.\n", "\n", - "**Symmetric FMS pairs (Slide 17):**\n", - "- (4, 6), (5, 7), (8, 11), (9, 12), (10, 13)\n", - "\n", - "**Symmetric NASM pairs (Slide 18):**\n", - "- (14, 15), (17, 18), (21, 22), (24, 25), (26, 27), (28, 29), (31, 32)\n", - "\n", - "**Total: 12 symmetry pairs**" + "Symmetric FMS pairs: (4,6), (5,7), (8,11), (9,12), (10,13) \n", + "Symmetric NASM pairs: (14,15), (17,18), (21,22), (24,25), (26,27), (28,29), (31,32)" ] }, { @@ -223,13 +181,7 @@ "source": [ "### 3.3 Expert-Defined Feature Weights\n", "\n", - "Not all features are equally important for scoring:\n", - "\n", - "| Category | Weights | Notes |\n", - "|----------|---------|-------|\n", - "| FMS (13) | `[1,1,1,1,1,1,1, 2,2,2,2,2,2]` | Hip/knee features weighted 2x |\n", - "| NASM (25) | `[1,1,1,2,2, 1,1,1,1,2, 4,4, 2,2,2,2,2, 1,1,1, 2,2,2,2,2]` | Heel features weighted 4x |\n", - "| Time (2) | `[1, 1]` | Standard weight |" + "Not all features are equally important for scoring. Domain experts assign weights based on importance." ] }, { @@ -237,24 +189,11 @@ "id": "8856189e", "metadata": {}, "source": [ - "---\n", "## 4. ML Pipeline Architecture\n", "\n", - "### 4.1 Custom Transformers\n", - "\n", - "We built three custom sklearn transformers:\n", + "We built three sklearn transformers to encode domain knowledge: CorrelationFilter removes very correlated features, SymmetryConstraintTransformer averages left-right pairs, and FeatureWeightMultiplier applies expert weights.\n", "\n", - "| Transformer | Purpose |\n", - "|------------|--------|\n", - "| `CorrelationFilter` | Removes features with correlation more than threshold |\n", - "| `SymmetryConstraintTransformer` | Averages left right symmetric pairs |\n", - "| `FeatureWeightMultiplier` | Applies expert domain weights |\n", - "\n", - "### 4.2 Outlier Removal\n", - "\n", - "Two stage outlier detection:\n", - "1. **IQR method** - Remove samples outside 1.5×IQR\n", - "2. **Cook's Distance** - Remove extreme distance points where threshold of 4/n" + "For outlier removal approach: IQR method to remove samples outside 1.5×IQR, then Cook's Distance to find influential points with threshold 4/n." ] }, { @@ -262,10 +201,9 @@ "id": "8314bb8e", "metadata": {}, "source": [ - "---\n", - "## 5. Model Variants & Evaluation\n", + "## 5. Model Variants and Evaluation\n", "\n", - "We tested 7 model variants using 5 fold cross-validation:" + "We tested 8 model variants using 5-fold cross validation. Each variant combines different preprocessing steps and regularization techniques to find the best performing configuration." ] }, { @@ -334,12 +272,7 @@ "id": "fb2422cb", "metadata": {}, "source": [ - "### Evaluation Metrics\n", - "\n", - "- **RMSE** - Root Mean Squared Error (prediction error magnitude)\n", - "- **MAE** - Mean Absolute Error\n", - "- **R²** - Coefficient of determination (variance explained)\n", - "- **Correlation** - Pearson correlation with expert scores" + "We evaluate each variant using RMSE, MAE, R², and Pearson correlation. The outlier removal variant achieved the best cross-validation performance and was selected as our champion model." ] }, { @@ -347,8 +280,9 @@ "id": "0a1ec12c", "metadata": {}, "source": [ - "---\n", - "## 6. Champion Model Results" + "## 6. Champion Model Results\n", + "\n", + "The champion model uses IQR and Cook's Distance outlier removal followed by standard scaling and linear regression. Below we load the saved model and display its performance metrics." ] }, { @@ -366,15 +300,15 @@ "Features used: 35\n", "\n", "Test Set Metrics:\n", - " RMSE: 0.1506\n", - " MAE: 0.1139\n", - " R2: 0.5138\n", - " CORRELATION: 0.7216\n", + " RMSE: 0.1493\n", + " MAE: 0.1140\n", + " R2: 0.5891\n", + " CORRELATION: 0.7676\n", "\n", "Cross-Validation Metrics:\n", - " cv_rmse_mean: 0.1517\n", - " cv_r2_mean: 0.5404\n", - " cv_corr_mean: 0.7371\n" + " cv_rmse_mean: 0.1568\n", + " cv_r2_mean: 0.5590\n", + " cv_corr_mean: 0.7504\n" ] } ], @@ -382,7 +316,7 @@ "import pickle\n", "\n", "# Load champion model\n", - "model_path = \"models/champion_model_final_2.pkl\"\n", + "model_path = \"models/champion_model_final.pkl\"\n", "with open(model_path, \"rb\") as f:\n", " artifact = pickle.load(f)\n", "\n", @@ -405,7 +339,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -418,9 +352,11 @@ "# Visualise predictions on test set\n", "from sklearn.metrics import r2_score\n", "\n", - "# Prepare test data\n", + "# Prepare test data - use columns from the trained model\n", "kept_cols = artifact['feature_columns']\n", - "X_test = test_df[kept_cols].copy()\n", + "# Filter to only columns that exist in test_df\n", + "available_cols = [c for c in kept_cols if c in test_df.columns]\n", + "X_test = test_df[available_cols].copy()\n", "y_test = test_df['AimoScore']\n", "\n", "# Predict\n", @@ -456,17 +392,11 @@ "id": "faef2448", "metadata": {}, "source": [ - "---\n", "## 7. Deployment\n", "\n", - "- **3 Tabs:** Angle Deviations | NASM Deviations | Time Deviations\n", - "- **35 Input Sliders:** One per feature woth 0-1 range\n", - "- **Load Random Example:** Test with real data from dataset\n", - "- **Score Interpretation:** Excellent/Good/Average/Needs Work\n", + "The model is deployed as a Gradio web application on HuggingFace Spaces. Users can input feature values with sliders in three tabs (Angle, NASM, Time deviations) and get a predicted score with interpretation. The app also has a \"Load Random Example\" button to test with real random data from the dataset.\n", "\n", - "### Deployment URL\n", - "\n", - "**HuggingFace Spaces:** https://huggingface.co/spaces/Bachstelze/github_sync" + "Deployment URL: https://huggingface.co/spaces/Bachstelze/github_sync" ] }, { @@ -474,24 +404,9 @@ "id": "1defcf1c", "metadata": {}, "source": [ - "---\n", "## 8. DevOps/MLOps Process\n", "\n", - "**Workflow:** `.github/workflows/push_to_hf_space.yml`\n", - "\n", - "```yaml\n", - "name: Sync to Hugging Face hub\n", - "on:\n", - " push:\n", - " branches: [main]\n", - "jobs:\n", - " sync-to-hub:\n", - " runs-on: ubuntu-latest\n", - " steps:\n", - " - uses: actions/checkout@v3\n", - " - name: Push to hub\n", - " run: git push -f https://...@huggingface.co/spaces/... main\n", - "```" + "We use GitHub Actions for continuous deployment. When code is pushed to the main branch, the workflow automatically syncs the repository to HuggingFace Spaces. The file `.github/workflows/push_to_hf_space.yml` handles authentication using the HF_TOKEN secret and force pushes to the HuggingFace space repository." ] }, { @@ -499,20 +414,9 @@ "id": "befe31ba", "metadata": {}, "source": [ - "---\n", "## 9. Conclusion\n", "\n", - "| Aspect | Result |\n", - "|--------|--------|\n", - "| **Model Performance** | R² = ~0.59 (explains 59% of variance) |\n", - "| **Domain Integration** | Symmetry constraints + expert weights |\n", - "| **Deployment** | HuggingFace Space |\n", - "| **CI/CD** | Automated deployment on git push |\n", - "\n", - "### R² = 0.59\n", - "\n", - "- Model captures 59% of variance in expert scores\n", - "- Remaining 41% = noise, subjective expert judgment, unmeasured factors" + "The champion model gets R² of about 0.59, explaining 59% of the variance in expert scores. The remaining variance probably comes from subjective expert judgment and factors not captured by the 40 input features. Another reason could be that different body structures often have different natural forms that the body summumbs to, amongst other domain reasons. " ] } ],