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Larger values may lead to overfitting. + - max_depth: int, default=3 + The maximum depth of individual regression trees. + - loss: str, default="squared_error" + The loss function to optimize. Currently supports "squared_error" for regression. + + Attributes: + - trees: list + A list of fitted regression trees forming the boosting ensemble. + - initial_prediction: float + The initial model prediction (mean of the target values). + + Methods: + - initialize_model_parameters(y): + Initializes the model parameters, typically the mean of the target values for squared error loss. + + - loss_gradient(y, pred): + Computes the gradient of the loss function with respect to predictions. + + - fit_ensemble_tree(X, residuals): + Fits a single regression tree to the given residuals. + + - construct_tree(X, y, depth): + Recursively constructs a regression tree by finding the best splits. + + - predict_tree(x, tree): + Predicts the output for a single sample using the fitted tree structure. + + - fit(X, y): + Fits the Gradient Boosting model on the given training data. + + - predict(X): + Predicts the target values for the input features using the ensemble of trees. + + - r2_score_manual(y_true, y_pred): + Computes the R² (coefficient of determination) score manually. + + - mae_manual(y_true, y_pred): + Computes the Mean Absolute Error (MAE) manually. + + - rmse_manual(y_true, y_pred): + Computes the Root Mean Squared Error (RMSE) manually. + """ + + def __init__(self, n_estimators=100, learning_rate=0.1, max_depth=3, loss="squared_error"): + self.n_estimators = n_estimators + self.learning_rate = learning_rate + self.max_depth = max_depth + self.loss = loss + self.trees = [] + self.initial_prediction = None + + def initialize_model_parameters(self, y): + return np.mean(y) + + def loss_gradient(self, y, pred): + return y - pred + + def fit_ensemble_tree(self, X, residuals): + tree = self.construct_tree(X, residuals, depth=0) + return tree + + def construct_tree(self, X, y, depth): + if depth >= self.max_depth or len(np.unique(y)) == 1: + return {"value": np.mean(y)} + + n_samples, n_features = X.shape + best_split = None + min_error = float("inf") + + for feature_index in range(n_features): + thresholds = np.unique(X[:, feature_index]) + for threshold in thresholds: + left_mask = X[:, feature_index] <= threshold + right_mask = ~left_mask + + left_mean = np.mean(y[left_mask]) if np.any(left_mask) else 0 + right_mean = np.mean(y[right_mask]) if np.any(right_mask) else 0 + + error = np.sum((y[left_mask] - left_mean) ** 2) + np.sum((y[right_mask] - right_mean) ** 2) + + if error < min_error: + min_error = error + best_split = { + "feature_index": feature_index, + "threshold": threshold, + "left_mean": left_mean, + "right_mean": right_mean, + "left_mask": left_mask, + "right_mask": right_mask, + } + + left_tree = self.construct_tree(X[best_split["left_mask"]], y[best_split["left_mask"]], depth + 1) + right_tree = self.construct_tree(X[best_split["right_mask"]], y[best_split["right_mask"]], depth + 1) + + return { + "feature_index": best_split["feature_index"], + "threshold": best_split["threshold"], + "left": left_tree, + "right": right_tree, + } + + def predict_tree(self, x, tree): + if "value" in tree: + return tree["value"] + + if x[tree["feature_index"]] <= tree["threshold"]: + return self.predict_tree(x, tree["left"]) + else: + return self.predict_tree(x, tree["right"]) + + def fit(self, X, y): + self.initial_prediction = self.initialize_model_parameters(y) + pred = np.full(y.shape, self.initial_prediction, dtype=np.float64) + + for _ in range(self.n_estimators): + residuals = self.loss_gradient(y, pred) + tree = self.fit_ensemble_tree(X, residuals) + self.trees.append(tree) + pred += self.learning_rate * np.array([self.predict_tree(x, tree) for x in X]) + + def predict(self, X): + pred = np.full(X.shape[0], self.initial_prediction, dtype=np.float64) + + for tree in self.trees: + pred += self.learning_rate * np.array([self.predict_tree(x, tree) for x in X]) + + return pred + + + def r2_score_manual(self, y_true, y_pred): + y_true = np.array(y_true).ravel() + y_pred = np.array(y_pred) + y_mean = np.mean(y_true) + tss = np.sum((y_true - y_mean) ** 2) + rss = np.sum((y_true - y_pred) ** 2) + r2 = 1 - (rss / tss) + return r2 + + def mae_manual(self, y_true, y_pred): + y_true = np.array(y_true).ravel() + y_pred = np.array(y_pred) + mae = np.mean(np.abs(y_true - y_pred)) + return mae + + def rmse_manual(self, y_true, y_pred): + y_true = np.array(y_true).ravel() + y_pred = np.array(y_pred) + mse = np.mean((y_true - y_pred) ** 2) + rmse = np.sqrt(mse) + return rmse \ No newline at end of file diff --git a/GBT/models/checker.py b/GBT/models/checker.py new file mode 100644 index 0000000..00d1ec5 --- /dev/null +++ b/GBT/models/checker.py @@ -0,0 +1,61 @@ +""" +Utility functions for data preprocessing and transformation. + +Functions: +----------- +1. fill_if_null(data): + Fills null values in the dataset with the mean of their respective columns. + +2. check_null(data): + Checks for null values and fills them using `fill_if_null` if any are found. + +3. XandY(data, dept): + Splits the dataset into feature matrix (X) and target vector (Y) based on the target column name. + +4. normalize_data(X): + Normalizes the feature matrix to scale values between 0 and 1 for each column. + +Each function ensures robust handling of data for preprocessing tasks in machine learning workflows. +""" + +import numpy as np + +def fill_if_null(data): + null_boy = np.array(data.columns[data.isnull().any()]) + for i in null_boy: + data[i] = data[i].fillna(data[i].mean()) + return data + + +def check_null(data): + print("\n\nChecking for the null value present in the data") + if data.isnull().values.any(): + fill_if_null(data) + print(data.isnull().sum()) + else: + print(data.isnull().sum()) + + +def XandY(data, dept): + + Y = data[dept].to_numpy() + data.drop(dept, axis=1, inplace=True) + X = data.to_numpy() + + return [X, Y] + + +def normalize_data(X): + + min_vals = np.min(X, axis=0) + max_vals = np.max(X, axis=0) + + range_vals = max_vals - min_vals + range_vals[range_vals == 0] = 1 + + X_normalized = (X - min_vals) / range_vals + return X_normalized, min_vals, max_vals + + + + diff --git a/GBT/models/gridsearch.py b/GBT/models/gridsearch.py new file mode 100644 index 0000000..0620593 --- /dev/null +++ b/GBT/models/gridsearch.py @@ -0,0 +1,82 @@ +""" +This module provides utility functions for evaluating and tuning the Gradient Boosting Tree model. + +Functions: +---------- +1. r2_score_manual(y_true, y_pred): + Computes the R² (coefficient of determination) score manually, measuring how well the predictions match the true values. + + Parameters: + - y_true: array-like + The ground truth target values. + - y_pred: array-like + The predicted target values. + + Returns: + - r2: float + The R² score, where 1 indicates perfect predictions and values close to 0 indicate poor predictions. + +2. grid_search_gradient_boosting(X_train, y_train, X_test, y_test, n_estimators_values, learning_rate_values, max_depth_values): + Performs grid search to find the best hyperparameters for a Gradient Boosting Tree model. + + Parameters: + - X_train: array-like + Training feature set. + - y_train: array-like + Training target values. + - X_test: array-like + Testing feature set. + - y_test: array-like + Testing target values. + - n_estimators_values: list + A list of integers representing the number of trees (n_estimators) to evaluate. + - learning_rate_values: list + A list of floats representing the learning rates to evaluate. + - max_depth_values: list + A list of integers representing the maximum depth of trees to evaluate. + + Returns: + - best_params: dict + A dictionary containing the best hyperparameter values for `n_estimators`, `learning_rate`, and `max_depth`. + - best_score: float + The highest R² score obtained during the grid search. +""" + +import numpy as np +from models.GradientBoost import GradientBoostingTree + +def r2_score_manual(self, y_true, y_pred): + y_true = np.array(y_true).ravel() + y_pred = np.array(y_pred) + y_mean = np.mean(y_true) + tss = np.sum((y_true - y_mean) ** 2) + rss = np.sum((y_true - y_pred) ** 2) + r2 = 1 - (rss / tss) + return r2 + + +def grid_search_gradient_boosting(X_train, y_train, X_test, y_test, n_estimators_values, learning_rate_values, max_depth_values): + best_score = -float("inf") + best_params = None + + for n_estimators in n_estimators_values: + for learning_rate in learning_rate_values: + for max_depth in max_depth_values: + + model = GradientBoostingTree(n_estimators=n_estimators, learning_rate=learning_rate, max_depth=max_depth) + model.fit(X_train, y_train) + y_pred = model.predict(X_test) + + + score = model.r2_score_manual(y_test, y_pred) + + + if score > best_score: + best_score = score + best_params = { + "n_estimators": n_estimators, + "learning_rate": learning_rate, + "max_depth": max_depth, + } + + return best_params, best_score \ No newline at end of file diff --git a/GBT/requirement.txt b/GBT/requirement.txt new file mode 100644 index 0000000..5b05aef --- /dev/null +++ b/GBT/requirement.txt @@ -0,0 +1,6 @@ +numpy +pytest +ipython +matplotlib +pandas +seaborn \ No newline at end of file diff --git a/GBT/tests/BostonHousing.csv b/GBT/tests/BostonHousing.csv new file mode 100644 index 0000000..63c67b4 --- /dev/null +++ b/GBT/tests/BostonHousing.csv @@ -0,0 +1,507 @@ +"crim","zn","indus","chas","nox","rm","age","dis","rad","tax","ptratio","b","lstat","medv" +0.00632,18,2.31,"0",0.538,6.575,65.2,4.09,1,296,15.3,396.9,4.98,24 +0.02731,0,7.07,"0",0.469,6.421,78.9,4.9671,2,242,17.8,396.9,9.14,21.6 +0.02729,0,7.07,"0",0.469,7.185,61.1,4.9671,2,242,17.8,392.83,4.03,34.7 +0.03237,0,2.18,"0",0.458,6.998,45.8,6.0622,3,222,18.7,394.63,2.94,33.4 +0.06905,0,2.18,"0",0.458,7.147,54.2,6.0622,3,222,18.7,396.9,5.33,36.2 +0.02985,0,2.18,"0",0.458,6.43,58.7,6.0622,3,222,18.7,394.12,5.21,28.7 +0.08829,12.5,7.87,"0",0.524,6.012,66.6,5.5605,5,311,15.2,395.6,12.43,22.9 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new file mode 100644 index 0000000..a07ea80 --- /dev/null +++ b/GBT/tests/test_gradientboost.py @@ -0,0 +1,153 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns + + +from models.checker import * +from models.GradientBoost import GradientBoostingTree +from models.gridsearch import * + + +def test_predict(): + """ + Function to load a dataset, preprocess data, perform hyperparameter tuning, + train a Gradient Boosting model, evaluate its performance, and visualize results. + + Steps: + 1. Prompts the user for a dataset file path and loads it (supports .csv, .xlsx, .json, .parquet). + 2. Displays a preview of the dataset and checks for null values. + 3. Splits the dataset into training and testing sets (80%-20% split). + 4. Normalizes the feature columns to the range [0, 1]. + 5. Performs grid search to tune hyperparameters (n_estimators, learning_rate, max_depth). + 6. Fits a Gradient Boosting model using the best parameters. + 7. Evaluates the model using R² Score, MAE, and RMSE. + 8. Visualizes the results with density and scatter plots for predicted vs actual values. + + Returns: + - None. Prints evaluation metrics and displays plots. + + """ + file_path = input("Please enter the path to your dataset file: ") + + try: + if file_path.endswith('.csv'): + df = pd.read_csv(file_path) + elif file_path.endswith('.xlsx'): + df = pd.read_excel(file_path) + elif file_path.endswith('.json'): + df = pd.read_json(file_path) + elif file_path.endswith('.parquet'): + df = pd.read_parquet(file_path) + else: + print( + "Unsupported file format. Please provide a CSV, Excel, JSON, or Parquet file.") + return + except FileNotFoundError: + print("File not found. Please check the path and try again.") + return + + print("\n" + "=" * 40) + print("Dataset Preview:") + print("=" * 40) + print(df.head()) + + target = input("Enter the target column name: ") + + check_null(df) + + X, Y = XandY(df, target) + + np.random.seed(42) + + shuffled_indices = np.random.permutation(X.shape[0]) + + train_size = int(0.8 * len(shuffled_indices)) + train_indices, test_indices = shuffled_indices[: + train_size], shuffled_indices[train_size:] + + X_train, X_test = X[train_indices], X[test_indices] + y_train, y_test = Y[train_indices], Y[test_indices] + + #! Normalization + print("\nApplying the Normalization for the featured columns") + X_train_normalized, train_min, train_max = normalize_data(X_train) + X_test_normalized, _, _ = normalize_data(X_test) + print("\nPre-processing is Done") + + #! Hyper-parameter Tunning + + n_estimators_values = [10, 50, 100] + learning_rate_values = [0.1, 0.01, 0.001] + max_depth_values = [2, 3, 5] + + print("\nUsing Grid Search to find the best parametrs") + print("\nDepends on the CPU/GPU power it will take time ") + print("\nplease wait................................") + best_params, best_score = grid_search_gradient_boosting( + X_train_normalized, y_train, X_test_normalized, y_test, + n_estimators_values, learning_rate_values, max_depth_values + ) + + print("\n" + "=" * 40) + print("Best Parameters from Grid Search") + print("=" * 40) + print(f"n_estimators: {best_params['n_estimators']}") + print(f"Learning Rate: {best_params['learning_rate']}") + print(f"Max Depth: {best_params['max_depth']}") + print("\n" + "=" * 40) + print(f"Best R² score: {best_score:.4f}") + + final_model = GradientBoostingTree( + n_estimators=best_params["n_estimators"], + learning_rate=best_params["learning_rate"], + max_depth=best_params["max_depth"] + ) + + #! Fitting with Best parameters + final_model.fit(X_train_normalized, y_train) + y_pred_final = final_model.predict(X_test_normalized) + + r2_final = final_model.r2_score_manual(y_test, y_pred_final) + mae_final = final_model.mae_manual(y_test, y_pred_final) + rmse_final = final_model.rmse_manual(y_test, y_pred_final) + + + #! Accuracy and model Evaluations + + print("\nFinal Model Evaluation") + print("=" * 40) + print(f"R² Score: {r2_final:.4f}") + print(f"Mean Absolute Error (MAE): {mae_final:.4f}") + print(f"Root Mean Squared Error (RMSE): {rmse_final:.4f}") + + y_test = np.array(y_test).ravel() + y_pred_final = np.array(y_pred_final).ravel() + + + #! PLOTS + + plt.figure(figsize=(8, 6)) + sns.kdeplot(y_test, color='blue', fill=True, label='Actual Values') + sns.kdeplot(y_pred_final, color='green', + fill=True, label='Predicted Values') + plt.title('Density Plot of Actual vs Predicted Values') + plt.xlabel('Values') + plt.ylabel('Density') + plt.legend() + plt.grid(True) + plt.show() + + plt.figure(figsize=(8, 6)) + plt.scatter(y_test, y_pred_final, color='blue', + label='Predicted Values', alpha=0.6) + plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], + color='red', linestyle='--', label='Perfect Prediction') + plt.xlabel('Actual Values') + plt.ylabel('Predicted Values') + plt.title('Prediction Error Plot') + plt.legend() + plt.grid(True) + plt.show() + +test_predict() diff --git a/README.md b/README.md deleted file mode 100644 index f746e56..0000000 --- a/README.md +++ /dev/null @@ -1,29 +0,0 @@ -# Project 2 - -Select one of the following two options: - -## Boosting Trees - -Implement the gradient-boosting tree algorithm (with the usual fit-predict interface) as described in Sections 10.9-10.10 of Elements of Statistical Learning (2nd Edition). Answer the questions below as you did for Project 1. - -Put your README below. Answer the following questions. - -* What does the model you have implemented do and when should it be used? -* How did you test your model to determine if it is working reasonably correctly? -* What parameters have you exposed to users of your implementation in order to tune performance? (Also perhaps provide some basic usage examples.) -* Are there specific inputs that your implementation has trouble with? Given more time, could you work around these or is it fundamental? - -## Model Selection - -Implement generic k-fold cross-validation and bootstrapping model selection methods. - -In your README, answer the following questions: - -* Do your cross-validation and bootstrapping model selectors agree with a simpler model selector like AIC in simple cases (like linear regression)? -* In what cases might the methods you've written fail or give incorrect or undesirable results? -* What could you implement given more time to mitigate these cases or help users of your methods? -* What parameters have you exposed to your users in order to use your model selectors. - -See sections 7.10-7.11 of Elements of Statistical Learning and the lecture notes. Pay particular attention to Section 7.10.2. - -As usual, above-and-beyond efforts will be considered for bonus points. From 202f413ea1948f589a78fc2cc00f20ea12630f74 Mon Sep 17 00:00:00 2001 From: Aravinth Ananth Date: Thu, 21 Nov 2024 22:46:19 -0600 Subject: [PATCH 2/5] "Last commit" --- .DS_Store | Bin 6148 -> 6148 bytes GBT/.gitignore | 163 --------------------- GBT/README.md => README.md | 0 GBT/diagram.png => diagram.png | Bin {GBT/models => models}/GradientBoost.py | 0 {GBT/models => models}/checker.py | 0 {GBT/models => models}/gridsearch.py | 0 GBT/requirement.txt => requirement.txt | 0 {GBT/tests => tests}/BostonHousing.csv | 0 {GBT/tests => tests}/small_test.csv | 0 {GBT/tests => tests}/test_gradientboost.py | 0 11 files changed, 163 deletions(-) delete mode 100644 GBT/.gitignore rename GBT/README.md => README.md (100%) rename GBT/diagram.png => diagram.png (100%) rename {GBT/models => models}/GradientBoost.py (100%) rename {GBT/models => models}/checker.py (100%) rename {GBT/models => models}/gridsearch.py (100%) rename GBT/requirement.txt => requirement.txt (100%) rename {GBT/tests => tests}/BostonHousing.csv (100%) rename {GBT/tests => tests}/small_test.csv (100%) rename {GBT/tests => tests}/test_gradientboost.py (100%) diff --git a/.DS_Store b/.DS_Store index 5008ddfcf53c02e82d7eee2e57c38e5672ef89f6..d0da439dffcc3253b60c3efbd08401ed8b1d1bf9 100644 GIT binary patch delta 116 zcmZoMXfc=|&e%3FQEZ}~q9`K+0|O8XFfimW6sHs?=OpFl=S)mgpKKt)BF4s$%aG5I z!jOtA$+$5wi5(=pnVW-$gRyO6;&eKJh@*W_At%4o20D8^1G8<`+@q1WGX^ TfYeMj;Zfe4AhLvcVgm~RE=&+7 diff --git a/GBT/.gitignore b/GBT/.gitignore deleted file mode 100644 index cebc650..0000000 --- a/GBT/.gitignore +++ /dev/null @@ -1,163 +0,0 @@ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class -.DS_Store - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock - -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -#pdm.lock -# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it -# in version control. -# https://pdm.fming.dev/latest/usage/project/#working-with-version-control -.pdm.toml -.pdm-python -.pdm-build/ - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ - -# PyCharm -# JetBrains specific template is maintained in a separate JetBrains.gitignore that can -# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore -# and can be added to the global gitignore or merged into this file. For a more nuclear -# option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ \ No newline at end of file diff --git a/GBT/README.md b/README.md similarity index 100% rename from GBT/README.md rename to README.md diff --git a/GBT/diagram.png b/diagram.png similarity index 100% rename from GBT/diagram.png rename to diagram.png diff --git a/GBT/models/GradientBoost.py b/models/GradientBoost.py similarity index 100% rename from GBT/models/GradientBoost.py rename to models/GradientBoost.py diff --git a/GBT/models/checker.py b/models/checker.py similarity index 100% rename from GBT/models/checker.py rename to models/checker.py diff --git a/GBT/models/gridsearch.py b/models/gridsearch.py similarity index 100% rename from GBT/models/gridsearch.py rename to models/gridsearch.py diff --git a/GBT/requirement.txt b/requirement.txt similarity index 100% rename from GBT/requirement.txt rename to requirement.txt diff --git a/GBT/tests/BostonHousing.csv b/tests/BostonHousing.csv similarity index 100% rename from GBT/tests/BostonHousing.csv rename to tests/BostonHousing.csv diff --git a/GBT/tests/small_test.csv b/tests/small_test.csv similarity index 100% rename from GBT/tests/small_test.csv rename to tests/small_test.csv diff --git a/GBT/tests/test_gradientboost.py b/tests/test_gradientboost.py similarity index 100% rename from GBT/tests/test_gradientboost.py rename to tests/test_gradientboost.py From a15bbb1acd1de37cd30111f8bcd996f34fdf408c Mon Sep 17 00:00:00 2001 From: Aravinth Ananth Date: Thu, 21 Nov 2024 22:48:59 -0600 Subject: [PATCH 3/5] "removed DS store" --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 82f9275..dcf3fee 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,7 @@ __pycache__/ *.py[cod] *$py.class +.DS_Store # C extensions *.so From a64f72e3786866e618550289b80819cc9a4a5730 Mon Sep 17 00:00:00 2001 From: Aravinth Ananth Date: Thu, 21 Nov 2024 23:03:21 -0600 Subject: [PATCH 4/5] "Final commit" --- .DS_Store | Bin 6148 -> 6148 bytes README.md | 11 +++++++---- 2 files changed, 7 insertions(+), 4 deletions(-) diff --git a/.DS_Store b/.DS_Store index d0da439dffcc3253b60c3efbd08401ed8b1d1bf9..c43ee62a22d53cc75b181ee2096e26474c200495 100644 GIT binary patch delta 18 acmZoMXfc?uWMYc?#sfC&o7p-3@&f=!F9$mS delta 20 ccmZoMXfc?ugpqOM#xVAY2Y5EKbNuB808nuUi2wiq diff --git a/README.md b/README.md index 3193761..a36bc56 100644 --- a/README.md +++ b/README.md @@ -8,11 +8,14 @@ | Name | Student ID | Contribution Files | Contribution % | |----------------------------|-------------|----------------------------------------------------|----------------| -| Sankar Ganesh Paramasivam | A20553053 | `test_gradientboost.py`, `GradientBoost.py` | 20% | -| Neelarapu Tejaswini | A20592053 | `checker.py`, `GradientBoost.py` | 20% | -| Vijaya Sai Dasari | A20540356 | `test_gradientboost.py`, `GradientBoost.py` | 20% | -| Aravinth Ananth | A20537468 | `gridsearch.py`, `GradientBoost.py` | 20% | +| Sankar Ganesh Paramasivam | A20553053 | `test_gradientboost.py`, `GradientBoost.py` | 25% | +| Neelarapu Tejaswini | A20592053 | `checker.py`, `GradientBoost.py` | 25% | +| Vijaya Sai Dasari | A20540356 | `test_gradientboost.py`, `GradientBoost.py` | 25% | +| Aravinth Ananth | A20537468 | `gridsearch.py`, `GradientBoost.py` | 25% | +--- +--- +## Team Name: THALA --- ## Hosted Streamlit App From 989546601d384e20cce66b1c767e90b69031e488 Mon Sep 17 00:00:00 2001 From: Aravinth Ananth Date: Thu, 21 Nov 2024 23:04:51 -0600 Subject: [PATCH 5/5] "Final" --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a36bc56..f342ecc 100644 --- a/README.md +++ b/README.md @@ -15,7 +15,7 @@ --- --- -## Team Name: THALA +## Team Name: THALA 7 --- ## Hosted Streamlit App