From 7e09141766619e08318596a55366a4e9f4c4cda8 Mon Sep 17 00:00:00 2001 From: Pawel Sarkowicz Date: Thu, 26 Mar 2026 21:07:12 -0400 Subject: [PATCH] deep learning notebook --- .gitignore | 22 + README.md | 2 +- .../05_predictive_modelling/model_summary.txt | 35 + .../neural_network_summary.txt | 33 + .../neural_network_by_grade.png | Bin 57778 -> 55863 bytes .../neural_network_errors.png | Bin 32982 -> 38001 bytes .../neural_network_feature_importance.png | Bin 102064 -> 102474 bytes .../neural_network_predictions.png | Bin 478511 -> 484544 bytes .../neural_network_training.png | Bin 110150 -> 106663 bytes .../06_deep_learning/rf_vs_nn_comparison.png | Bin 57971 -> 58406 bytes models/feature_names.txt | 119 + notebooks/03_hold_difficulty.ipynb | 7784 ++++++++++++++++- notebooks/06_deep_learning.ipynb | 1307 +++ 13 files changed, 9259 insertions(+), 43 deletions(-) create mode 100644 .gitignore create mode 100644 data/05_predictive_modelling/model_summary.txt create mode 100644 data/06_deep_learning/neural_network_summary.txt create mode 100644 models/feature_names.txt create mode 100644 notebooks/06_deep_learning.ipynb diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..bac77e7 --- /dev/null +++ b/.gitignore @@ -0,0 +1,22 @@ +__pycache__/ +.ipynb_checkpoints/ +*.pyc +.env +.venv/ +venv/ +.DS_Store +.vscode/ + +data/*.csv +data/*.parquet +data/*.db +data/03_hold_difficulty/*.csv +data/04_climb_features/*.csv +data/05_predictive_modelling/*.csv +data/06_deep_learning/*.csv +data/06_deep_learning/*.npy +models/*.pth +models/*.pkl +models/*.csv + +BLOG.md diff --git a/README.md b/README.md index 3cd68e5..22bfbf6 100644 --- a/README.md +++ b/README.md @@ -62,7 +62,7 @@ The utility [`BoardLib`](https://github.com/lemeryfertitta/BoardLib) is used for We'll work with the Tension Board 2. I downloaded TB2 data as `tb2.db`, and I also downloaded the images. ```bash -# install boardlib +# install boardlib (also in requirements.txt) pip install boardlib # download the database diff --git a/data/05_predictive_modelling/model_summary.txt b/data/05_predictive_modelling/model_summary.txt new file mode 100644 index 0000000..c5d96d8 --- /dev/null +++ b/data/05_predictive_modelling/model_summary.txt @@ -0,0 +1,35 @@ + +### Model Performance Summary + +| Model | MAE | RMSE | R² | Within ±1 | Within ±2 | Exact V | Within ±1 V | +|-------|-----|------|----|-----------|-----------|---------|-------------| +| Linear Regression | 1.467 | 1.882 | 0.782 | 42.6% | 73.3% | 34.9% | 79.4% | +| Ridge Regression | 1.467 | 1.882 | 0.782 | 42.6% | 73.3% | 34.9% | 79.4% | +| Lasso Regression | 1.475 | 1.891 | 0.780 | 42.2% | 73.0% | 34.6% | 79.3% | +| Random Forest (Tuned) | 1.325 | 1.718 | 0.818 | 47.0% | 77.7% | 38.6% | 83.0% | + +### Key Findings + +1. **Tree-based models remain strongest on this structured feature set.** + - Random Forest (Tuned) achieves the best overall balance of MAE, RMSE, and grouped V-grade performance. + - Linear models remain useful baselines but leave clear nonlinear signal unexplained. + +2. **Fine-grained difficulty prediction is meaningfully harder than grouped grade prediction.** + - On the held-out test set, the best model is within ±1 fine-grained difficulty score 47.0% of the time. + - The same model is within ±1 grouped V-grade 83.0% of the time. + +3. **This gap is expected and informative.** + - Small numeric errors often stay inside the same or adjacent V-grade buckets. + - The model captures broad difficulty bands more reliably than exact score distinctions. + +4. **The project’s main predictive takeaway is practical rather than perfect.** + - The models are not exact grade replicators. + - They are reasonably strong at placing climbs into the correct neighborhood of difficulty. + +### Portfolio Interpretation + +From a modelling perspective, this project shows: +- feature engineering grounded in domain structure, +- comparison of linear and nonlinear models, +- honest evaluation on a held-out test set, +- and the ability to translate raw regression performance into climbing-relevant grouped V-grade metrics. diff --git a/data/06_deep_learning/neural_network_summary.txt b/data/06_deep_learning/neural_network_summary.txt new file mode 100644 index 0000000..f1a36aa --- /dev/null +++ b/data/06_deep_learning/neural_network_summary.txt @@ -0,0 +1,33 @@ + +### Neural Network Model Summary + +**Architecture:** +- Input: 119 features +- Hidden layers: [256, 128, 64] +- Dropout rate: 0.2 +- Total parameters: 72,833 + +**Training:** +- Optimizer: Adam (lr=0.001) +- Early stopping: 25 epochs patience +- Best epoch: 121 + +**Test Set Performance:** +- MAE: 1.270 +- RMSE: 1.643 +- R²: 0.834 +- Accuracy within ±1 grade: 49.0% +- Accuracy within ±2 grades: 80.2% +- Exact grouped V-grade accuracy: 39.2% +- Accuracy within ±1 V-grade: 84.3% +- Accuracy within ±2 V-grades: 96.8% + +**Key Findings:** +1. The neural network is competitive, but not clearly stronger than the best tree-based baseline. +2. Fine-grained score prediction remains harder than grouped grade prediction. +3. The grouped V-grade metrics show that the model captures broader difficulty bands more reliably than exact score labels. +4. This makes the neural network useful as a comparison model, and potentially valuable in an ensemble. + +**Portfolio Interpretation:** +This deep learning notebook extends the classical modelling pipeline by testing whether a neural architecture can improve prediction quality on engineered climbing features. +The main result is not that deep learning wins outright, but that it provides a meaningful benchmark and helps clarify where model complexity does and does not add value. diff --git a/images/06_deep_learning/neural_network_by_grade.png b/images/06_deep_learning/neural_network_by_grade.png index c69081cac0d2e4b16be123ef6b0dba8d175a3fbd..dc92413fcce9b9e60789db2358f691a28b436669 100644 GIT binary patch literal 55863 zcmdSB2T)a6*DZQ%TWv9Yts!|0? zNKq(1Wl|_VwEVOZe{+!{S%u&DEzT-fNE_=|SZkPRQ!Z&(m>3va80cyKVx?_nu4in- z%gKF+^Z0>Zu31=^nDcXS8UFPNPGd7&t{2Ld6*$XklkN2af3vNMjP`8N$j~pbzXUQ~&+rZRQI7P_)^qd8_SRk<5mEnuDmN*pQ&Urh|Vq(pHLv&a1ieZV`#pkYL 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