From 49fecf807e538eede27dfc687952b3cfc73f0681 Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sun, 1 Jun 2025 12:01:52 +0530 Subject: [PATCH 01/13] Added Task 1 --- Nilesh/Task_1.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 Nilesh/Task_1.py diff --git a/Nilesh/Task_1.py b/Nilesh/Task_1.py new file mode 100644 index 0000000..2423688 --- /dev/null +++ b/Nilesh/Task_1.py @@ -0,0 +1,20 @@ +import numpy as np + +def euc_dist(v1:np.array, v2:np.array): + return np.linalg.norm(v1 - v2) + +def man_dist(v1:np.array, v2:np.array): + return np.linalg.norm(v1 - v2, ord=1) + +def cos_dist(v1:np.array, v2:np.array): + return 1 - np.dot(v1,v2)/(np.linalg.norm(v1)*np.linalg.norm(v2)) + +def angle(v1:np.array, v2:np.array): + return np.degrees(np.arccos(cos_dist(v1,v2))) + +v1 = np.array(list(map(float,input("Enter Vector : ").split()))) +v2 = np.array(list(map(float,input("Enter Vector : ").split()))) +print(f"Euclidean Distance : {euc_dist(v1,v2)}") +print(f"Manhattan Distance : {man_dist(v1,v2)}") +print(f"Cosine Distance : {cos_dist(v1,v2)}") +print(f"Angle Between Vectors : {angle(v1,v2)} degrees") \ No newline at end of file From bc448c846808a2fd861fad5f5420a7e9888d000e Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sun, 1 Jun 2025 12:15:34 +0530 Subject: [PATCH 02/13] Added Task 1 --- Nilesh/Task_1.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Nilesh/Task_1.py b/Nilesh/Task_1.py index 2423688..e5c51f3 100644 --- a/Nilesh/Task_1.py +++ b/Nilesh/Task_1.py @@ -10,7 +10,7 @@ def cos_dist(v1:np.array, v2:np.array): return 1 - np.dot(v1,v2)/(np.linalg.norm(v1)*np.linalg.norm(v2)) def angle(v1:np.array, v2:np.array): - return np.degrees(np.arccos(cos_dist(v1,v2))) + return np.degrees(np.arccos(np.dot(v1,v2)/(np.linalg.norm(v1)*np.linalg.norm(v2)))) v1 = np.array(list(map(float,input("Enter Vector : ").split()))) v2 = np.array(list(map(float,input("Enter Vector : ").split()))) From 331dbb95f966f37908818b5524cb761cd51747da Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sat, 14 Jun 2025 22:03:49 +0530 Subject: [PATCH 03/13] Added a README.md file contaning steps to complete both parts of task 2 with attached links for the source code --- Nilesh/README.md | 89 ++++++++++++++++++++++++++++++++++++++++++++++++ Nilesh/hello.txt | 0 2 files changed, 89 insertions(+) create mode 100644 Nilesh/README.md delete mode 100644 Nilesh/hello.txt diff --git a/Nilesh/README.md b/Nilesh/README.md new file mode 100644 index 0000000..8c3a161 --- /dev/null +++ b/Nilesh/README.md @@ -0,0 +1,89 @@ +# Task 2(i): Diabetes Dataset Analysis and Training Logistic Regression Model + +## Overview +This project explores a dataset related to diabetes, performs exploratory data analysis (EDA), and builds a Logistic Regression model to predict the outcome of diabetes diagnosis. + +## Dataset +- Source: https://www.kaggle.com/datasets/mathchi/diabetes-data-set +- The dataset contains various medical variables that influence the presence of diabetes in patients. + +## Source Code + https://colab.research.google.com/drive/1UWJXyB29duPhAfq8omJCSxQ1hlDvQ4dQ?usp=sharing + +## Libraries Used +- `numpy` +- `pandas` +- `matplotlib` +- `seaborn` +- `sklearn` + +## Steps Performed +1. Load and Inspect Data + - Read dataset using `pandas` + - Check shape, info, and summary statistics + +2. Data Cleaning + - Check for missing values + +3. Exploratory Data Analysis (EDA) + - Compute correlation matrix and visualize with a heatmap + - Plot histograms of numeric features + - Create boxplots to identify outliers + - Use pair plots to analyze feature relationships with the target variable + +4. Model Building + - Standardize features using `StandardScaler` + - Split dataset into training and testing sets (80-20 split) + - Train a Logistic Regression model + - Make predictions and evaluate the model with: + - `Classification Report` + - `Accuracy Score` + +## Results +- The trained Logistic Regression model provides accuracy scores for both the training and test sets. + +# Task 2(ii): Spotify Streams Analysis and Prediction + +## Overview +This project involves an exploratory data analysis (EDA) and predictive modeling using spotify-2023 dataset. We clean and visualize the data to uncover insights, then use Linear Regression to predict streaming numbers based on playlist presence. + +## Dataset +- Source: https://www.kaggle.com/datasets/nelgiriyewithana/top-spotify-songs-2023 +- The dataset contains information about songs, their streaming counts, and playlist appearances across various platforms. + +## Source Code + https://colab.research.google.com/drive/1Ph9E7TrE5eb61G1_m1G1bt1TSL5QYn8T?usp=sharing + +## Libraries Used +- `numpy` +- `pandas` +- `matplotlib` +- `seaborn` +- `sklearn` + +## Steps Performed + +### 1. Data Loading & Inspection +- Loaded the dataset (`spotify-2023.csv`) using pandas. +- Explored dataset structure using `.shape`, `.head()`, `.info()`. + +### 2. Data Cleaning & Preprocessing +- Removed commas from numeric columns (`streams`, `in_deezer_playlists`, `in_shazam_charts`) to ensure proper conversion. +- Converted relevant features to numeric format while handling missing values. +- Filled missing values for streams and in_shazam_charts with `0`, and key with `"Unknown"`. + +### 3. Exploratory Data Analysis (EDA) +- Created a distribution plot of streaming counts with logarithmic scaling. +- Generated a heatmap showing correlations between numerical features. +- Identified top features most correlated with `streams`. +- Created scatter plots for the strongest correlated features. +- Displayed a box plot to visualize outliers in streaming counts. + +### 4. Linear Regression Model +- Selected input features (`in_spotify_playlists`, `in_apple_playlists`, `in_deezer_playlists`) and target (`streams`). +- Split dataset into training (80%) and testing (20%) subsets. +- Trained a Linear Regression model using scikit-learn. +- Evaluated model performance using R² score and Root Mean Square Error (RMSE). + +## Results +The trained Linear Regression model predicts streams for the test dataset. diff --git a/Nilesh/hello.txt b/Nilesh/hello.txt deleted file mode 100644 index e69de29..0000000 From 3cf2e2aa29843041aca4c2dff5d1f2c50c262d4f Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sun, 6 Jul 2025 23:24:12 +0530 Subject: [PATCH 04/13] Moved readme file of task 2 to its folder --- Nilesh/{ => Task 2}/README.md | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename Nilesh/{ => Task 2}/README.md (100%) diff --git a/Nilesh/README.md b/Nilesh/Task 2/README.md similarity index 100% rename from Nilesh/README.md rename to Nilesh/Task 2/README.md From 0c50651c1fc4388908fd3b2e090226c422c0a5c1 Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sun, 6 Jul 2025 23:28:49 +0530 Subject: [PATCH 05/13] Added Task 3 --- Nilesh/{Task 2 => Task_2}/README.md | 0 Nilesh/Task_3/README.md | 83 +++++++++++++ Nilesh/Task_3/app.py | 54 +++++++++ Nilesh/Task_3/models/rf_model_pipeline.pkl | Bin 0 -> 1091179 bytes Nilesh/Task_3/models/svm_model_pipeline.pkl | Bin 0 -> 42806 bytes Nilesh/Task_3/templates/index.html | 123 ++++++++++++++++++++ 6 files changed, 260 insertions(+) rename Nilesh/{Task 2 => Task_2}/README.md (100%) create mode 100644 Nilesh/Task_3/README.md create mode 100644 Nilesh/Task_3/app.py create mode 100644 Nilesh/Task_3/models/rf_model_pipeline.pkl create mode 100644 Nilesh/Task_3/models/svm_model_pipeline.pkl create mode 100644 Nilesh/Task_3/templates/index.html diff --git a/Nilesh/Task 2/README.md b/Nilesh/Task_2/README.md similarity index 100% rename from Nilesh/Task 2/README.md rename to Nilesh/Task_2/README.md diff --git a/Nilesh/Task_3/README.md b/Nilesh/Task_3/README.md new file mode 100644 index 0000000..cd2a9ce --- /dev/null +++ b/Nilesh/Task_3/README.md @@ -0,0 +1,83 @@ +# Task 3: Heart Disease Prediction System + +## Overview + +A machine learning project that predicts the likelihood of heart disease using Random Forest and SVM classifiers. The project includes data preprocessing, model training, SHAP-based explainability, and a Flask web interface for user interaction. + +--- +## Dataset +https://www.kaggle.com/datasets/johnsmith88/heart-disease-dataset + +--- +## Source Code +https://colab.research.google.com/drive/1zy_OuV0m7_6T4gthwD_Co5EXPi_ngjUS?usp=chrome_ntp#scrollTo=ZBJ2r13FZJn9 + +--- +## Libraries Used + +- Python +- pandas, numpy +- scikit-learn +- SHAP (Shapley Additive Explanations) +- Flask +- matplotlib, seaborn +- joblib + +--- + +## Workflow + +1. **Exploratory Data Analysis (EDA)** + - Summary statistics, null counts, distributions, correlation matrix + - Count plots & boxplots for visual insights + - Handled 0s in 'RestingBP' and 'Cholesterol' as missing values + +2. **Data Preprocessing** + - Categorical columns: Encoded using `OrdinalEncoder` (RF) or `OneHotEncoder` (SVM) + - Numerical columns: Imputed using `SimpleImputer`, scaled for SVM pipeline + - Pipelines wrapped using `ColumnTransformer` + `Pipeline` + +3. **Model Training** + - Models: `RandomForestClassifier` and `SVC (RBF kernel)` + - Evaluation: `accuracy_score`, `classification_report` + +4. **Model Saving** + - Trained pipelines stored via `joblib` as: + - `models/rf_model_pipeline.pkl` + - `models/svm_model_pipeline.pkl` + +5. **Explainability (SHAP)** + - Used `TreeExplainer` for Random Forest + - Used `KernelExplainer` for SVM (on a subset due to performance) + - Visualizations with `summary_plot` to show top influencing features + +--- + +## 🌐 Web App (`app.py`) + +A Flask-based web application that allows users to input features and get real-time heart disease predictions. + +## Features + +- **Model Selector**: Choose between `Random Forest` and `SVM` +- **Form Input**: Accepts clinical features like Age, Cholesterol, ChestPainType, etc. +- **Live Prediction**: Returns result with emoji-enhanced messages +- **Dynamic Loading**: Loads saved models on request +- **Result Display**: + - 💓 No Heart Disease Detected + - 💔 Positive for Heart Disease + + +## 🚀 How to Run + +1. Clone the repo +2. Ensure the following models exist: + - `models/rf_model_pipeline.pkl` + - `models/svm_model_pipeline.pkl` +3. Install dependencies: + pip install flask pandas joblib +4. Start the Flask server: + python app.py +5. Visit `http://127.0.0.1:5000` to interact with the model + +--- diff --git a/Nilesh/Task_3/app.py b/Nilesh/Task_3/app.py new file mode 100644 index 0000000..64506e7 --- /dev/null +++ b/Nilesh/Task_3/app.py @@ -0,0 +1,54 @@ +from flask import Flask, request, render_template +import joblib +import os +import pandas as pd + +app = Flask(__name__) + +MODEL_MAP = { + 'rf': 'models/rf_model_pipeline.pkl', + 'svm': 'models/svm_model_pipeline.pkl' +} + + +@app.route('/', methods=['GET', 'POST']) +def index(): + result = None + selected_key = 'rf' + + if request.method == 'POST': + selected_key = request.form['model'] + model_path = MODEL_MAP.get(selected_key) + + if not model_path or not os.path.exists(model_path): + result = "Model not found!" + return render_template('index.html', result=result) + + model = joblib.load(model_path) + + input_data = { + 'Age': int(request.form['Age']), + 'Sex': request.form['Sex'], + 'ChestPainType': request.form['ChestPainType'], + 'RestingBP': int(request.form['RestingBP']), + 'Cholesterol': int(request.form['Cholesterol']), + 'FastingBS': int(request.form['FastingBS']), + 'RestingECG': request.form['RestingECG'], + 'MaxHR': int(request.form['MaxHR']), + 'ExerciseAngina': request.form['ExerciseAngina'], + 'Oldpeak': float(request.form['Oldpeak']), + 'ST_Slope': request.form['ST_Slope'] + } + + + input_df=pd.Series(input_data).to_frame().T + + prediction = model.predict(input_df)[0] + result = '💔 Positive for Heart Disease' if prediction == 1 else '💓 No Heart Disease Detected' + + return render_template('index.html', + result=result, + selected_model=selected_key) + +if __name__=="__main__": + app.run(debug=True) \ No newline at end of file diff --git a/Nilesh/Task_3/models/rf_model_pipeline.pkl b/Nilesh/Task_3/models/rf_model_pipeline.pkl new file mode 100644 index 0000000000000000000000000000000000000000..ac50486f77f9b908d41e9cc1210200931c0504d8 GIT binary patch literal 1091179 zcmdqK33wDm^Ef;}xB?gx%L 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+

Heart Disease Risk Form

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + {% if result %} + + {% endif %} + + + \ No newline at end of file From 6f2026568bbc7a0dbbbd9cfaa6b1a47733ba08c6 Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sun, 6 Jul 2025 23:45:53 +0530 Subject: [PATCH 06/13] Corrected Colab link --- Nilesh/Task_3/README.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/Nilesh/Task_3/README.md b/Nilesh/Task_3/README.md index cd2a9ce..8a624df 100644 --- a/Nilesh/Task_3/README.md +++ b/Nilesh/Task_3/README.md @@ -10,8 +10,7 @@ https://www.kaggle.com/datasets/johnsmith88/heart-disease-dataset --- ## Source Code -https://colab.research.google.com/drive/1zy_OuV0m7_6T4gthwD_Co5EXPi_ngjUS?usp=chrome_ntp#scrollTo=ZBJ2r13FZJn9 - +https://colab.research.google.com/drive/1zy_OuV0m7_6T4gthwD_Co5EXPi_ngjUS?usp=sharing --- ## Libraries Used From 56da347eb6072d87cacc0a77ee7635403387b2cd Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sun, 6 Jul 2025 23:52:09 +0530 Subject: [PATCH 07/13] Deleted duplicate file --- Nilesh/README.md | 89 ------------------------------------------------ 1 file changed, 89 deletions(-) delete mode 100644 Nilesh/README.md diff --git a/Nilesh/README.md b/Nilesh/README.md deleted file mode 100644 index 8c3a161..0000000 --- a/Nilesh/README.md +++ /dev/null @@ -1,89 +0,0 @@ -# Task 2(i): Diabetes Dataset Analysis and Training Logistic Regression Model - -## Overview -This project explores a dataset related to diabetes, performs exploratory data analysis (EDA), and builds a Logistic Regression model to predict the outcome of diabetes diagnosis. - -## Dataset -- Source: https://www.kaggle.com/datasets/mathchi/diabetes-data-set -- The dataset contains various medical variables that influence the presence of diabetes in patients. - -## Source Code - https://colab.research.google.com/drive/1UWJXyB29duPhAfq8omJCSxQ1hlDvQ4dQ?usp=sharing - -## Libraries Used -- `numpy` -- `pandas` -- `matplotlib` -- `seaborn` -- `sklearn` - -## Steps Performed -1. Load and Inspect Data - - Read dataset using `pandas` - - Check shape, info, and summary statistics - -2. Data Cleaning - - Check for missing values - -3. Exploratory Data Analysis (EDA) - - Compute correlation matrix and visualize with a heatmap - - Plot histograms of numeric features - - Create boxplots to identify outliers - - Use pair plots to analyze feature relationships with the target variable - -4. Model Building - - Standardize features using `StandardScaler` - - Split dataset into training and testing sets (80-20 split) - - Train a Logistic Regression model - - Make predictions and evaluate the model with: - - `Classification Report` - - `Accuracy Score` - -## Results -- The trained Logistic Regression model provides accuracy scores for both the training and test sets. - -# Task 2(ii): Spotify Streams Analysis and Prediction - -## Overview -This project involves an exploratory data analysis (EDA) and predictive modeling using spotify-2023 dataset. We clean and visualize the data to uncover insights, then use Linear Regression to predict streaming numbers based on playlist presence. - -## Dataset -- Source: https://www.kaggle.com/datasets/nelgiriyewithana/top-spotify-songs-2023 -- The dataset contains information about songs, their streaming counts, and playlist appearances across various platforms. - -## Source Code - https://colab.research.google.com/drive/1Ph9E7TrE5eb61G1_m1G1bt1TSL5QYn8T?usp=sharing - -## Libraries Used -- `numpy` -- `pandas` -- `matplotlib` -- `seaborn` -- `sklearn` - -## Steps Performed - -### 1. Data Loading & Inspection -- Loaded the dataset (`spotify-2023.csv`) using pandas. -- Explored dataset structure using `.shape`, `.head()`, `.info()`. - -### 2. Data Cleaning & Preprocessing -- Removed commas from numeric columns (`streams`, `in_deezer_playlists`, `in_shazam_charts`) to ensure proper conversion. -- Converted relevant features to numeric format while handling missing values. -- Filled missing values for streams and in_shazam_charts with `0`, and key with `"Unknown"`. - -### 3. Exploratory Data Analysis (EDA) -- Created a distribution plot of streaming counts with logarithmic scaling. -- Generated a heatmap showing correlations between numerical features. -- Identified top features most correlated with `streams`. -- Created scatter plots for the strongest correlated features. -- Displayed a box plot to visualize outliers in streaming counts. - -### 4. Linear Regression Model -- Selected input features (`in_spotify_playlists`, `in_apple_playlists`, `in_deezer_playlists`) and target (`streams`). -- Split dataset into training (80%) and testing (20%) subsets. -- Trained a Linear Regression model using scikit-learn. -- Evaluated model performance using R² score and Root Mean Square Error (RMSE). - -## Results -The trained Linear Regression model predicts streams for the test dataset. From f1bc49b6a4bb88fe6787232a5e6fd95e356331e4 Mon Sep 17 00:00:00 2001 From: Nilesh Date: Tue, 2 Sep 2025 02:22:58 +0530 Subject: [PATCH 08/13] Added Readme file for Task4(creating a neural net for addding two integers) --- Nilesh/Task_4/README.md | 53 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 53 insertions(+) create mode 100644 Nilesh/Task_4/README.md diff --git a/Nilesh/Task_4/README.md b/Nilesh/Task_4/README.md new file mode 100644 index 0000000..0c17ed6 --- /dev/null +++ b/Nilesh/Task_4/README.md @@ -0,0 +1,53 @@ +# Task 4: Neural Network for Learning Addition + +## Overview +This project implements a simple feedforward neural network using NumPy to learn the addition of two integers (0-99). The model is trained to approximate the sum of two numbers through supervised learning. + +The neural network architecture includes: +- **Input layer**: 2 features (two integers) +- **Hidden layer**: 4 neurons with sigmoid activation +- **Output layer**: 1 neuron predicting the sum + +Training is performed using backpropagation and gradient descent to minimize mean squared error. + +## Colab Link +https://colab.research.google.com/drive/1pt4Kco6TJGND4rTvM3wM59gEb4o2t8NM?usp=sharing + +## Features + +- Custom implementation of forward and backward propagation +- Min-Max normalization for input and output data +- Training on 100,000 randomly generated samples +- Evaluation on 100 unseen test samples + +## How It Works + +### 1. Data Generation +- `X_train`: 100,000 samples of two random integers between 0 and 99 +- `y_train`: Sum of each pair in `X_train` +- `X_test`: 100 samples for evaluation +- `y_test`: True sums for `X_test` + +### 2. Normalization +- Inputs and outputs are scaled to the range [0, 1] using Min-Max scaling +- This improves training stability and convergence + +### 3. Model Training +- Trained for 5000 epochs with a learning rate of 0.1 +- Loss is printed every 100 epochs + +### 4. Prediction and Evaluation +- Test inputs are scaled using training data statistics +- Predictions are inverse-scaled to match original output range +- Results are printed in the format: + `a + b ≈ predicted_sum (expected true_sum)` + + +## Requirements + +- Python 3.x +- NumPy + +## How to run +1. Open the notebook in Google Colab +2. Execute all cells to train the model and view predictions From 915b87e74348f801c23d67c23c44b74e292861b1 Mon Sep 17 00:00:00 2001 From: Nilesh Date: Fri, 10 Oct 2025 22:13:00 +0530 Subject: [PATCH 09/13] Added Task 5 --- Nilesh/Task_5/README.md | 54 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 54 insertions(+) create mode 100644 Nilesh/Task_5/README.md diff --git a/Nilesh/Task_5/README.md b/Nilesh/Task_5/README.md new file mode 100644 index 0000000..8425dee --- /dev/null +++ b/Nilesh/Task_5/README.md @@ -0,0 +1,54 @@ +# Neural Style Transfer with Custom CNN + +This project implements a simplified neural style transfer algorithm using TensorFlow and Keras. It blends the content of one image with the artistic style of another by optimizing a generated image to minimize content and style loss. + +## Overview + +Neural style transfer is a technique that applies the artistic style of one image (style image) to the content of another image (content image). This implementation uses a custom convolutional neural network (CNN) to extract features and compute losses. + +## Link + +https://colab.research.google.com/drive/12zktQ8BdUF-3LDXvIEShWsQ-aIKQhofl?usp=sharing + +## Features + +- Loads and preprocesses content and style images +- Builds a custom CNN for feature extraction +- Computes content and style loss using feature maps and Gram matrices +- Optimizes a generated image using gradient descent +- Displays intermediate and final stylized results + +## Requirements + +- Python 3.x +- TensorFlow +- NumPy +- Matplotlib +- PIL (Python Imaging Library) + +## Steps to Run the Code + +1. **Install Required Libraries** + + If you're running this outside of Google Colab, install the necessary packages: + + """ + pip install tensorflow numpy matplotlib pillow + """ + +2. **Prepare Your Images** + + Choose a content image + Choose a style image + Place both images in the appropriate directory + +3. **Open the Notebook and run all cells** + +4. **Execute the following code block at the end of the notebook:** + + """ + result = style_transfer("/content/big_ben.jpeg", "/content/starry_night.jpeg", epochs=1000, lr=0.02) + show_image(result, "Final Stylized Image") + """ + +5. **Show the output after every 50 epochs** \ No newline at end of file From 9a1b2277e29acf80a8bd179c8b6c6c64d16e2ebd Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sat, 8 Nov 2025 21:46:17 +0530 Subject: [PATCH 10/13] Added a pre-trained model for the NST in task 5 --- Nilesh/Task_5/README.md | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/Nilesh/Task_5/README.md b/Nilesh/Task_5/README.md index 8425dee..23b3897 100644 --- a/Nilesh/Task_5/README.md +++ b/Nilesh/Task_5/README.md @@ -8,8 +8,12 @@ Neural style transfer is a technique that applies the artistic style of one imag ## Link +1. **Custom Model:** https://colab.research.google.com/drive/12zktQ8BdUF-3LDXvIEShWsQ-aIKQhofl?usp=sharing +2. **Pre-trained Model:** +https://colab.research.google.com/drive/1xZjAsrQj99h8KX61LPmendmphCPvpaqL?usp=sharing + ## Features - Loads and preprocesses content and style images @@ -30,13 +34,9 @@ https://colab.research.google.com/drive/12zktQ8BdUF-3LDXvIEShWsQ-aIKQhofl?usp=sh 1. **Install Required Libraries** - If you're running this outside of Google Colab, install the necessary packages: - - """ pip install tensorflow numpy matplotlib pillow - """ -2. **Prepare Your Images** +2. **Preparing Images** Choose a content image Choose a style image @@ -46,9 +46,8 @@ https://colab.research.google.com/drive/12zktQ8BdUF-3LDXvIEShWsQ-aIKQhofl?usp=sh 4. **Execute the following code block at the end of the notebook:** - """ result = style_transfer("/content/big_ben.jpeg", "/content/starry_night.jpeg", epochs=1000, lr=0.02) show_image(result, "Final Stylized Image") - """ -5. **Show the output after every 50 epochs** \ No newline at end of file +5. **Show the output after every 50 epochs** + From 0acf9f071543dc42a4957eae6f70b7571f5e635d Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sat, 8 Nov 2025 23:31:09 +0530 Subject: [PATCH 11/13] Performed PCA on the iris dataset --- Nilesh/Task_6/6(i)/README.md | 0 Nilesh/Task_6/6(ii)/README.md | 37 ++++++++++++++++++++++++++++++++++ Nilesh/Task_6/6(iii)/README.md | 0 3 files changed, 37 insertions(+) create mode 100644 Nilesh/Task_6/6(i)/README.md create mode 100644 Nilesh/Task_6/6(ii)/README.md create mode 100644 Nilesh/Task_6/6(iii)/README.md diff --git a/Nilesh/Task_6/6(i)/README.md b/Nilesh/Task_6/6(i)/README.md new file mode 100644 index 0000000..e69de29 diff --git a/Nilesh/Task_6/6(ii)/README.md b/Nilesh/Task_6/6(ii)/README.md new file mode 100644 index 0000000..d152d1d --- /dev/null +++ b/Nilesh/Task_6/6(ii)/README.md @@ -0,0 +1,37 @@ +# PCA on the Iris Dataset + +This project demonstrates how to perform Principal Component Analysis (PCA) on the Iris dataset using Python, Scikit-Learn, and matplotlib. + +## Overview + +The Iris dataset has four numerical features: sepal length, sepal width, petal length, and petal width. In this project, the dataset is reduced from four dimensions to two using PCA. The two resulting components preserve most of the original variance, and the reduced data is plotted to show the separation between different Iris flower species. + +## Link +https://colab.research.google.com/drive/1eciLwHYCS1u2g21pbPyqSfIfG4bsXKgX?usp=sharing + +## Steps Performed + +1. Imported required libraries (NumPy, Pandas, Matplotlib, and modules from Scikit-Learn). +2. Loaded the Iris dataset. +3. Extracted the input features and target class labels. +4. Standardized the feature values to zero mean and unit variance (because PCA is sensitive to the relative magnitude of each feature) +5. Applied PCA to reduce the dataset from 4 components to 2 principal components. +6. Displayed the explained variance ratio (72.96% for one principal component and 22.85% for the other so overall >95%). +7. Visualized the transformed data using a 2D scatter plot (the 3 different kinds of irises can be clearly seen segregated into 3 distinct groups). + +## Output and Interpretation + +- The output includes the variance explained by each of the principal components (72.96% and 22.85%). +- The sum of these values indicates how much of the original dataset’s information is preserved (95.81%). +- The 2D scatter plot shows clear clustering that corresponds to the three Iris species, demonstrating that even after reducing the dimensionality, the structure of the data remains well separated. + +## Requirements + +- Python 3.x +- NumPy +- matplotlib +- scikit-learn + +## Conclusion + +This project shows how PCA can significantly reduce data dimensionality while preserving important information. \ No newline at end of file diff --git a/Nilesh/Task_6/6(iii)/README.md b/Nilesh/Task_6/6(iii)/README.md new file mode 100644 index 0000000..e69de29 From edec16198e5c463f7b3340443ba15f2cf0b300f3 Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sat, 8 Nov 2025 23:58:22 +0530 Subject: [PATCH 12/13] Performed KMeans Clsutering on a credit card dataset --- Nilesh/Task_6/6(i)/README.md | 38 ++++++++++++++++++++++++++++++++++++ 1 file changed, 38 insertions(+) diff --git a/Nilesh/Task_6/6(i)/README.md b/Nilesh/Task_6/6(i)/README.md index e69de29..d47a9f6 100644 --- a/Nilesh/Task_6/6(i)/README.md +++ b/Nilesh/Task_6/6(i)/README.md @@ -0,0 +1,38 @@ +# K-Means Clustering of Credit Card Customer Data + +This project performs clustering on a credit card customer dataset. The dataset contains information about customer transactions and spending behavior, making it suitable for unsupervised learning. + +## Overview + +Customer clustering can help identify spending patterns, customer types, and behavioral groups without using labeled data. This can be useful for targeted marketing, fraud detection, risk analysis, and personalized financial services. The technique used here is K-Means, along with exploratory data analysis and preprocessing. + +## Dataset link: +https://www.kaggle.com/datasets/arjunbhasin2013/ccdata + +## Colab link: +https://colab.research.google.com/drive/1LRn00h-GlvxAlJWQkRypHQHHr66y4E7_?usp=sharing + +## Steps Performed + +1. Importing Libraries (NumPy, Pandas, Matplotlib, Seaborn, and Scikit-Learn were used). +2. Loading the dataset from the CSV file and visualized using head, shape, info, and describe. +3. The column CUST_ID was removed as it does not contribute to clustering. +4. Missing values were replaced with each column’s mean. +5. Exploratory Data Analysis using a histogram of all features to observe data distribution and a heatmap showing correlations between variables. +6. Feature Scaling using StandardScaler as K-Means clustering is distance-based. +7. To determine the optimal number of clusters, the Elbow Method was implemented in which the K-Means model was trained for values of k from 1 to 10, and inertia scores were plotted and the “elbow point” signifies the ideal number of clusters where adding more clusters stops significantly reducing inertia (4 in this case). +8. Applying K-Means Clustering, each customer was assigned a cluster label(0,1,2,3). +7. Visualization of Clusters through pairplots + + +## Requirements + +- Python 3.x +- Numpy +- Pandas +- Matplotlib +- Seaborn +- Scikit-Learn + +## Conclusion +This project demonstrates how unsupervised learning techniques like K-Means can segment credit card customers based on spending habits. After preprocessing, visualization, and the use of the Elbow Method, customers are grouped into meaningful clusters, providing valuable insights for credit card services and data analysis. \ No newline at end of file From 601bea0b09ea353dc362dd9665d820604651455e Mon Sep 17 00:00:00 2001 From: Nilesh Date: Sun, 9 Nov 2025 00:37:09 +0530 Subject: [PATCH 13/13] Performed PCA + KMeans Clustering on the digits dataset --- Nilesh/Task_6/6(iii)/README.md | 52 ++++++++++++++++++++++++++++++++++ 1 file changed, 52 insertions(+) diff --git a/Nilesh/Task_6/6(iii)/README.md b/Nilesh/Task_6/6(iii)/README.md index e69de29..e6329f9 100644 --- a/Nilesh/Task_6/6(iii)/README.md +++ b/Nilesh/Task_6/6(iii)/README.md @@ -0,0 +1,52 @@ +# PCA + K-Means Clustering on the Digits Dataset + +This project applies Principal Component Analysis (PCA) and K-Means clustering to the handwritten digits dataset available in scikit-learn. It aims to reduce the dimensionality of the image data while preserving most of the variance, and then group the images into clusters that represent different digits. + +## Overview + +The digits dataset consists of 1,797 grayscale handwritten digit images (0–9), each represented as an 8×8 image. Each image is flattened into a 64-feature vector of pixel intensities. Working with all 64 features can be inefficient and noisy, so PCA is used to reduce dimensionality. + +After PCA reduces the dataset to a lower-dimensional subspace that keeps at least 95% of the variance, K-Means is applied to cluster the digits into 10 groups. The results are then visualized using a confusion matrix and sample images from each cluster. + +## Colab Link +https://colab.research.google.com/drive/1rBpyd32QFudwq4chuSR0n1rdtUe1bamu?usp=sharing + +## Steps Performed + +1. The digits dataset was loaded from scikit-learn. +- X contains the flattened pixel values +- y contains the true digit labels +- images contains the original 8×8 images used for visualization + +2. A 3×3 grid of sample digit images was plotted to understand what the dataset looks like before processing. + +3. Standardized pixel values to ensure each feature has zero mean and unit variance because PCA and K-Means are scale-sensitive. + +4. Finding optimal no of components for PCA +- PCA was fitted on the standardized data without specifying the number of components. +- The cumulative explained variance was plotted to determine how many components were required to preserve most of the information. +- The model found that 40 principal components are enough to retain 95% or more of the variance. + +5. Created a scikit-learn pipeline with: +- StandardScaler +- PCA with 40 components(as determined above) +- K-Means with 10 clusters(as there are 10 digits) + +6. Fitted the pipeline to the original dataset, assigning each sample a cluster label. + +7. Used a confusion matrix to compare actual digits with cluster assignments. + +8. Visualized Cluster Results by displaying sample images from each of the 10 clusterss. + +## Requirements + +- Python 3.x +- Numpy +- Matplotlib +- Seaborn +- Scikit-learn + +## Conclusion + +This project demonstrates how dimensionality reduction and clustering can be applied to image data. +By combining PCA and K-Means into an automated pipeline, handwritten digits can be grouped into visually meaningful clusters while keeping most of the dataset’s information intact. \ No newline at end of file

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