diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/Anirudh/assignment 3/blog ASSIGNMENT svm.md b/Anirudh/assignment 3/blog ASSIGNMENT svm.md new file mode 100644 index 0000000..7292e6d --- /dev/null +++ b/Anirudh/assignment 3/blog ASSIGNMENT svm.md @@ -0,0 +1 @@ +[Support Vector Machines (SVM): Where the Margin Matters](https://medium.com/@anirudh_k/support-vector-machines-svm-where-the-margin-matters-efb8e64ebd43) diff --git a/Anirudh/assignment 4/assignment4_new.ipynb b/Anirudh/assignment 4/assignment4_new.ipynb new file mode 100644 index 0000000..86b2a6e --- /dev/null +++ b/Anirudh/assignment 4/assignment4_new.ipynb @@ -0,0 +1,959 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "fe1ec0f4-d3bf-495d-9f1a-61bb403bbc17", + "metadata": {}, + "outputs": [], + "source": [ + "#solution for question 2 " + ] + }, + { + "cell_type": "markdown", + "id": "8808a6cf-6dc3-4e3b-b841-1e0c011901af", + "metadata": {}, + "source": [ + "## Logistic Regression Math Derivation\n", + "\n", + "We start with the logistic regression model:\n", + "\n", + "$$\n", + "\\hat{y} = \\sigma(w^T x + b)\n", + "$$\n", + "\n", + "where the sigmoid is defined as:\n", + "\n", + "$$\n", + "\\sigma(z) = \\frac{1}{1 + e^{-z}}\n", + "$$\n", + "\n", + "---\n", + "\n", + "### (a) Decision Boundary\n", + "\n", + "The decision boundary occurs where \n", + "\n", + "$$\n", + "\\hat{y} = 0.5\n", + "$$\n", + "\n", + "Substitute into the sigmoid:\n", + "$$\n", + "\\sigma(z) = 0.5 \\quad \\Rightarrow \\quad \\frac{1}{1+e^{-z}} = 0.5\n", + "$$\n", + "\n", + "Solving for \\(z\\):\n", + "$$\n", + "z = w^T x + b = 0\n", + "$$\n", + "\n", + "Thus, the decision boundary is:\n", + "\n", + "$$\n", + "{w^T x + b = 0}\n", + "$$\n", + "\n", + "---\n", + "\n", + "### (b) Shape of the Decision Boundary\n", + "\n", + "- The equation:\n", + "\n", + "$$\n", + "w^T x + b = 0\n", + "$$\n", + "\n", + "represents a linear hyperplane:\n", + "\n", + "- In 2D: a straight line \n", + "- In 3D: a plane \n", + "- In higher dimensions: a hyperplane \n", + "\n", + "---\n", + "\n", + "### Effect of Weights\n", + "\n", + "- The direction of \\(w\\) controls the orientation of the boundary. \n", + "- The magnitude of \\(w\\) controls the steepness of the sigmoid:\n", + "\n", + "$$\n", + "\\sigma(z) = \\frac{1}{1 + e^{-z}}\n", + "$$\n", + "\n", + "- Large \\(\\|w\\|\\): steep transition → confident predictions. \n", + "- Small \\(\\|w\\|\\): gradual transition → less confident predictions. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "32330c6b-aebd-4807-a786-970d31be901d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Weights: [2.82885458 2.58875509] Bias: -0.019345176445724827\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "# Generating a timepass dataset\n", + "np.random.seed(0)\n", + "X = np.random.randn(100, 2)\n", + "y = (X[:, 0] + X[:, 1] > 0).astype(int) \n", + "clf = LogisticRegression()\n", + "clf.fit(X, y)\n", + "w = clf.coef_[0]\n", + "b = clf.intercept_[0]\n", + "print(\"Weights:\", w, \"Bias:\", b)\n", + "\n", + "# Plotting decision boundary\n", + "x_min, x_max = X[:,0].min() - 1, X[:,0].max() + 1\n", + "y_min, y_max = X[:,1].min() - 1, X[:,1].max() + 1\n", + "xx, yy = np.meshgrid(np.linspace(x_min, x_max, 100),\n", + " np.linspace(y_min, y_max, 100))\n", + "Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", + "Z = Z.reshape(xx.shape)\n", + "\n", + "plt.contourf(xx, yy, Z, alpha=0.3, cmap=plt.cm.coolwarm)\n", + "plt.scatter(X[:,0], X[:,1], c=y, cmap=plt.cm.coolwarm, edgecolors='k')\n", + "plt.title(\"Logistic Regression Decision Boundary\")\n", + "plt.xlabel(\"x1\")\n", + "plt.ylabel(\"x2\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "5a0d743c-bffb-4cb6-9426-738b91354402", + "metadata": {}, + "outputs": [], + "source": [ + "# solution for question 8" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0c5a846f-9655-4d0d-92f4-e71e4bc05d9f", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "597aeecb-1a51-4969-8879-ea9c8abe7204", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "starting img:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_path = r\"C:\\Users\\ANIRUTH\\open-lecture-assignments-y25\\Anirudh\\assignment 4\\img.jpg\"\n", + "color_image = Image.open(image_path)\n", + "grayscale_image = color_image.convert('L')\n", + "A = np.array(grayscale_image)\n", + "print(\"starting img:\")\n", + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(A, cmap='gray')\n", + "plt.title(\"Original b/w image\")\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "17b11ddb-1d4e-4db2-a583-c4a817197351", + "metadata": {}, + "outputs": [], + "source": [ + "U, s, Vh = np.linalg.svd(A, full_matrices=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "36e974b2-8727-4ea8-a952-27843f9b117b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of original matrix A: (1280, 960)\n", + "Shape of U matrix: (1280, 960)\n", + "Shape of s array: (960,)\n", + "Shape of Vh matrix: (960, 960)\n" + ] + } + ], + "source": [ + "print(f\"Shape of original matrix A: {A.shape}\")\n", + "print(f\"Shape of U matrix: {U.shape}\")\n", + "print(f\"Shape of s array: {s.shape}\")\n", + "print(f\"Shape of Vh matrix: {Vh.shape}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "28de00ce-3f44-47a8-9107-58f5a6a76bf4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "components = [5, 10, 20, 100]\n", + "\n", + "plt.figure(figsize=(16, 8))\n", + "\n", + "plt.subplot(2, 3, 1)\n", + "plt.imshow(A, cmap='gray')\n", + "plt.title(\"Original\")\n", + "plt.axis('off')\n", + "\n", + "plot_num = 2 \n", + "for k in components:\n", + " reconstructed_matrix = U[:, :k] @ np.diag(s[:k]) @ Vh[:k, :]\n", + " plt.subplot(2, 3, plot_num)\n", + " plt.imshow(reconstructed_matrix, cmap='gray')\n", + " plt.title(f\"{k} Components\")\n", + " plt.axis('off')\n", + " plot_num += 1\n", + "\n", + "plt.suptitle(\"SVD Image Reconstruction\", )\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "53b14f96-59c8-4dd7-a63e-2c250c3e945d", + "metadata": {}, + "source": [ + "**#solution for question 1**" + ] + }, + { + "cell_type": "markdown", + "id": "2a5e4ec2-742d-47c1-a686-a0fabcd79426", + "metadata": {}, + "source": [ + "\n", + "## The Problem: Overdispersion in Count Data \n", + "When we model count data (e.g., the number of emails received per hour, the number of patients arriving at a hospital), the go-to model is often the **Poisson distribution**. A key assumption of the Poisson distribution is that the **mean is equal to the variance**:\n", + "\n", + "$$ E[Y] = \\text{Var}(Y) = \\lambda $$\n", + "\n", + "However,in some cases the variance is much larger than the mean. This is called **overdispersion**. Using a Poisson model on overdispersed data can lead to incorrect conclusions.\n", + "\n", + "The **Negative Binomial distribution** is an excellent alternative because it has an extra parameter that allows the variance to be greater than the mean. Its variance is given by:\n", + "\n", + "$$ \\text{Var}(Y) = \\mu + \\frac{\\mu^2}{\\theta} $$\n", + "\n", + "Here, $\\mu$ is the mean and $\\theta$ is the **dispersion parameter**. As $\\theta \\to \\infty$, the second term goes to zero, and the Negative Binomial distribution converges to the Poisson distribution.\n", + "For a distribution to be used in the standard GLM framework, it must belong to the **exponential family** of distributions. Let's prove that the Negative Binomial distribution meets this criterion." + ] + }, + { + "cell_type": "markdown", + "id": "0a4da45e-ca01-400b-b916-8054eb6d4033", + "metadata": {}, + "source": [ + "## The Exponential Family of Distributions\n", + "\n", + "\n", + "$$ f(y | \\eta) = h(y) \\exp\\left( \\eta T(y) - A(\\eta) \\right) $$\n", + "\n", + "\n", + "Our goal is to take the Probability Mass Function (PMF) of the Negative Binomial distribution and rearrange it algebraically to fit this structure." + ] + }, + { + "cell_type": "markdown", + "id": "35826c79-7cd3-4d44-93b0-80efce615e4d", + "metadata": {}, + "source": [ + "## The Proof: Showing Negative Binomial is in the Exponential Family \n", + "\n", + "The PMF for the Negative Binomial distribution, parameterized by its mean $\\mu$ and dispersion parameter $\\theta$, is:\n", + "\n", + "$$ P(Y=y | \\mu, \\theta) = \\frac{\\Gamma(y+\\theta)}{\\Gamma(y+1)\\Gamma(\\theta)} \\left(\\frac{\\theta}{\\theta+\\mu}\\right)^\\theta \\left(\\frac{\\mu}{\\mu+\\theta}\\right)^y $$\n", + "\n", + "Let's start rearranging! The trick is often to take the log of the PMF, rearrange, and then exponentiate it back.\n", + "\n", + "**Step 1: Rewrite the PMF using algebraic manipulation.**\n", + "\n", + "We can separate the terms involving $\\mu$ from the terms involving $y$.\n", + "\n", + "$$ P(Y=y) = \\frac{\\Gamma(y+\\theta)}{y!\\Gamma(\\theta)} \\left(\\frac{\\mu}{\\theta+\\mu}\\right)^y \\left(1 - \\frac{\\mu}{\\theta+\\mu}\\right)^\\theta $$\n", + "\n", + "**Step 2: Express the PMF inside an exponential function.**\n", + "\n", + "We can write any positive expression $X$ as $\\exp(\\log(X))$. Let's apply this to our PMF.\n", + "\n", + "$$ P(Y=y) = \\exp \\left[ \\log \\left( \\frac{\\Gamma(y+\\theta)}{y!\\Gamma(\\theta)} \\right) + y \\log \\left( \\frac{\\mu}{\\theta+\\mu} \\right) + \\theta \\log \\left( \\frac{\\theta}{\\theta+\\mu} \\right) \\right] $$\n", + "\n", + "**Step 3: Identify the components of the exponential family form.**\n", + "\n", + "Now we match the terms in our expression to the general form $h(y) \\exp\\left( \\eta T(y) - A(\\eta) \\right)$.\n", + "\n", + "* The term that is purely a function of $y$ will be part of $h(y)$. Let's group the gamma functions together:\n", + " $$ h(y) = \\frac{\\Gamma(y+\\theta)}{y!\\Gamma(\\theta)} $$\n", + " *(Note: For this to be a valid exponential family representation, $\\theta$ is assumed to be a known, fixed parameter.)*\n", + "\n", + "* The term that is a product of a function of $y$ and a function of the parameters will give us $\\eta$ and $T(y)$. This is clearly the middle term.\n", + " $$ \\eta T(y) = y \\log \\left( \\frac{\\mu}{\\theta+\\mu} \\right) $$\n", + " From this, we can identify:\n", + " $$ T(y) = y $$\n", + " $$ \\eta = \\log \\left( \\frac{\\mu}{\\theta+\\mu} \\right) $$\n", + "\n", + "* The remaining term will give us our $-A(\\eta)$.\n", + " $$ -A(\\eta) = \\theta \\log \\left( \\frac{\\theta}{\\theta+\\mu} \\right) $$\n", + " However, $A$ must be a function of $\\eta$, not $\\mu$. So, we need to express $\\frac{\\theta}{\\theta+\\mu}$ in terms of $\\eta$. From our definition of $\\eta$:\n", + " $$ e^\\eta = \\frac{\\mu}{\\theta+\\mu} $$\n", + " Since $\\frac{\\theta}{\\theta+\\mu} = 1 - \\frac{\\mu}{\\theta+\\mu}$, we have:\n", + " $$ \\frac{\\theta}{\\theta+\\mu} = 1 - e^\\eta $$\n", + " Now we can substitute this back into our expression for $-A(\\eta)$:\n", + " $$ -A(\\eta) = \\theta \\log(1 - e^\\eta) $$\n", + " Therefore:\n", + " $$ A(\\eta) = -\\theta \\log(1 - e^\\eta) $$\n", + "\n", + "\n", + "This confirms that the Negative Binomial distribution (with a known $\\theta$) is a member of the exponential family." + ] + }, + { + "cell_type": "markdown", + "id": "7e6cbfe6-1488-4f28-8679-b6871ec2039f", + "metadata": {}, + "source": [ + "## What This Means for its Use in GLMs \n", + "\n", + "Because the Negative Binomial distribution is in the exponential family, it fits perfectly into the Generalized Linear Model (GLM) framework. This has several powerful implications:\n", + "\n", + "1. **Unified Framework**: It allows us to model Negative Binomial-distributed responses using the same theory and algorithms \n", + "\n", + "2. **Link Function**: The GLM framework connects the mean of the response variable, $\\mu$, to a linear combination of predictor variables, $X\\beta$, through a link function $g(\\cdot)$:\n", + " $$ g(\\mu) = X\\beta $$\n", + " Using a log link ensures that the mean $\\mu = \\exp(X\\beta)$ is always positive\n", + "\n", + "3. **Maximum Likelihood Estimation**: Being part of this family guarantees that the likelihood function is well-behaved, allowing us to find the Maximum Likelihood Estimates (MLEs) for the regression coefficients ($\\beta$). In practice, the dispersion parameter $\\theta$ is often estimated simultaneously with the $\\beta$ coefficients using MLE.\n", + "\n", + "In summary, proving that the Negative Binomial distribution is a member of the exponential family is not just a mathematical exercise. It's the theoretical foundation that allows us to use it as a robust, flexible, and reliable tool for modeling overdispersed count data within the powerful and well-understood GLM framework." + ] + }, + { + "cell_type": "markdown", + "id": "24d1efa2-a864-4cbb-a69f-b21a43ce1205", + "metadata": {}, + "source": [ + "**#solution for question6**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7a58e984-4e8a-4655-994a-79e8ddbde391", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.datasets import fetch_lfw_people\n", + "from sklearn.decomposition import PCA\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "14f6e84b-f10a-4986-a654-01ac6f48c230", + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('seaborn-v0_8-whitegrid')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e26d6135-e183-4855-b573-965de8fe1be2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of samples: 1288\n", + "Height of each image: 50 pixels\n", + "Width of each image: 37 pixels\n" + ] + } + ], + "source": [ + "\n", + "lfw_people = fetch_lfw_people(min_faces_per_person=70, resize=0.4)\n", + "\n", + "n_samples, h, w = lfw_people.images.shape\n", + "\n", + "print(f\"Number of samples: {n_samples}\")\n", + "print(f\"Height of each image: {h} pixels\")\n", + "print(f\"Width of each image: {w} pixels\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "da21b2a3-c416-449e-9bd2-a18d4afd9f88", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of samples (images): 1288\n", + "Height of each image: 50 pixels\n", + "Width of each image: 37 pixels\n", + "Shape of the data matrix (X): (1288, 1850) (n_samples, n_features)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_samples, h, w = lfw_people.images.shape\n", + "print(f\"Number of samples (images): {n_samples}\")\n", + "print(f\"Height of each image: {h} pixels\")\n", + "print(f\"Width of each image: {w} pixels\")\n", + "\n", + "X = lfw_people.data\n", + "n_features = X.shape[1]\n", + "print(f\"Shape of the data matrix (X): {X.shape} (n_samples, n_features)\")\n", + "\n", + "def plot_gallery(images, titles, h, w, n_row=3, n_col=4):\n", + " plt.figure(figsize=(1.8 * n_col, 2.4 * n_row))\n", + " plt.subplots_adjust(bottom=0, left=.01, right=.99, top=.90, hspace=.35)\n", + " for i in range(n_row * n_col):\n", + " plt.subplot(n_row, n_col, i + 1)\n", + " plt.imshow(images[i].reshape((h, w)), cmap=plt.cm.gray)\n", + " plt.title(titles[i], size=12)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + "\n", + "target_names = lfw_people.target_names\n", + "y = lfw_people.target\n", + "sample_titles = [f\"{target_names[y[i]].split()[-1]}\" for i in range(12)]\n", + "\n", + "plot_gallery(X, sample_titles, h, w)\n", + "plt.suptitle(\"A few examples from the LFW dataset\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "99c70ffe-2bf6-485e-b1ca-54a4db1c65e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating covariance matrix and its eigen-decomposition...\n", + "Done.\n", + "Sorting eigenvalues and eigenvectors...\n", + "Done.\n", + "\n", + "Shape of eigenvalues vector: (1288,)\n", + "Shape of eigenvectors matrix: (1850, 1288)\n" + ] + } + ], + "source": [ + "mean_face = np.mean(X, axis=0)\n", + "X_centered = X - mean_face\n", + "\n", + "plt.figure(figsize=(4, 4))\n", + "plt.imshow(mean_face.reshape((h, w)), cmap=plt.cm.gray)\n", + "plt.title(\"The 'Mean Face'\")\n", + "plt.xticks(())\n", + "plt.yticks(())\n", + "plt.show()\n", + "\n", + "print(\"Calculating covariance matrix and its eigen-decomposition...\")\n", + "C_prime = (X_centered @ X_centered.T) / (n_samples - 1)\n", + "eigenvalues, eigenvectors_prime = np.linalg.eigh(C_prime)\n", + "\n", + "eigenvectors = X_centered.T @ eigenvectors_prime\n", + "eigenvectors = eigenvectors / np.linalg.norm(eigenvectors, axis=0)\n", + "print(\"Done.\")\n", + "\n", + "print(\"Sorting eigenvalues and eigenvectors...\")\n", + "sorted_indices = np.argsort(eigenvalues)[::-1]\n", + "eigenvalues = eigenvalues[sorted_indices]\n", + "eigenvectors = eigenvectors[:, sorted_indices] # Sort columns of eigenvectors\n", + "print(\"Done.\")\n", + "\n", + "print(f\"\\nShape of eigenvalues vector: {eigenvalues.shape}\")\n", + "print(f\"Shape of eigenvectors matrix: {eigenvectors.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "175ceac7-bb0d-404a-8f7d-0ac7160f8ac1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "eigenfaces = eigenvectors.T.reshape((eigenvectors.shape[1], h, w))\n", + "\n", + "eigenface_titles = [\"Eigenface %d\" % i for i in range(eigenfaces.shape[0])]\n", + "plot_gallery(eigenfaces, eigenface_titles, h, w)\n", + "plt.suptitle(\"Top 12 Principal Components (Eigenfaces)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "9e5d5c25-9a32-46ba-88c2-4d8163bd1e99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Information captured by top 10 components: 62.99%\n", + "Information captured by top 20 components: 73.28%\n", + "Information captured by top 50 components: 84.36%\n", + "Information captured by top 100 components: 91.17%\n" + ] + } + ], + "source": [ + "explained_variance_ratio = eigenvalues / np.sum(eigenvalues)\n", + "cumulative_explained_variance = np.cumsum(explained_variance_ratio)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(cumulative_explained_variance, linewidth=2)\n", + "plt.title('Cumulative Explained Variance by Number of Components')\n", + "plt.xlabel('Number of Principal Components')\n", + "plt.ylabel('Cumulative Explained Variance')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "for k in [10, 20, 50, 100]:\n", + " info_captured = cumulative_explained_variance[k-1] * 100\n", + " print(f\"Information captured by top {k} components: {info_captured:.2f}%\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b6bedd3-cd13-4f5f-a35e-d221bbae26ed", + "metadata": {}, + "outputs": [], + "source": [ + "def reconstruct_faces(X_centered, eigenvectors, mean_face, k, image_index=5):\n", + " top_k_eigenvectors = eigenvectors[:, :k]\n", + " weights = X_centered[image_index, :] @ top_k_eigenvectors\n", + "\n", + " reconstructed_centered_face = top_k_eigenvectors @ weights\n", + "\n", + " reconstructed_face = reconstructed_centered_face + mean_face\n", + " return reconstructed_face\n", + "\n", + "ks = [10, 50, 100, 250]\n", + "n_faces_to_show = 4\n", + "fig, axes = plt.subplots(n_faces_to_show, len(ks) + 1, figsize=(12, 10))\n", + "\n", + "for i in range(n_faces_to_show):\n", + " axes[i, 0].imshow(X[i].reshape((h,w)), cmap=plt.cm.gray)\n", + " axes[i, 0].set_title(\"Original\")\n", + " axes[i, 0].axis('off')\n", + " for j, k in enumerate(ks):\n", + " reconstructed = reconstruct_faces(X_centered, eigenvectors, mean_face, k, image_index=i)\n", + " axes[i, j+1].imshow(reconstructed.reshape((h,w)), cmap=plt.cm.gray)\n", + " axes[i, j+1].set_title(f\"k = {k}\")\n", + " axes[i, j+1].axis('off')\n", + "\n", + "plt.suptitle(\"Reconstruction with Different Numbers of Components\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48319679-b819-4ac0-9199-2f8899f43c04", + "metadata": {}, + "outputs": [], + "source": [ + "k = 150 \n", + "pca = PCA(n_components=k, svd_solver='randomized', whiten=False).fit(X)\n", + "sklearn_eigenfaces = pca.components_\n", + "plot_gallery(sklearn_eigenfaces, eigenface_titles, h, w)\n", + "plt.suptitle(\"Top 12 Eigenfaces from Scikit-Learn's PCA\")\n", + "plt.show()\n", + "X_projected = pca.transform(X)\n", + "X_reconstructed_sklearn = pca.inverse_transform(X_projected)\n", + "reconstruction_titles = [\"Original\", \"Manual PCA (k=150)\", \"Scikit-Learn PCA (k=150)\"]\n", + "fig, axes = plt.subplots(1, 3, figsize=(10, 5))\n", + "axes[0].imshow(X[0].reshape((h,w)), cmap=plt.cm.gray)\n", + "axes[0].set_title(reconstruction_titles[0])\n", + "manual_recon = reconstruct_faces(X_centered, eigenvectors, mean_face, k=150, image_index=0)\n", + "axes[1].imshow(manual_recon.reshape((h,w)), cmap=plt.cm.gray)\n", + "axes[1].set_title(reconstruction_titles[1])\n", + "axes[2].imshow(X_reconstructed_sklearn[0].reshape((h,w)), cmap=plt.cm.gray)\n", + "axes[2].set_title(reconstruction_titles[2])\n", + "for ax in axes: ax.axis('off')\n", + "plt.show()\n", + "difference = np.linalg.norm(manual_recon - X_reconstructed_sklearn[0])\n", + "print(f\"Difference between manual and scikit-learn reconstruction: {difference:.6f}\")\n", + "print(\"(A small value indicates they are virtually identical)\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28f75757-969c-4985-999a-3df1de4e7b1f", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f6523079-eeda-4568-ace7-cd9bd5b8a6af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(42)\n", + "X_original = np.dot(np.random.rand(2, 2), np.random.randn(2, 200)).T\n", + "X_original = X_original + [5, 5]\n", + "pca_no_center = PCA(n_components=1)\n", + "pca_no_center.fit(X_original)\n", + "pc1_no_center = pca_no_center.components_[0]\n", + "\n", + "plt.figure(figsize=(12, 5))\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(X_original[:, 0], X_original[:, 1], alpha=0.6)\n", + "origin = [0, 0]\n", + "plt.quiver(*origin, *pc1_no_center * 3, color='r', scale=10, width=0.01, headwidth=4)\n", + "plt.title(\"PCA Without Mean Centering\")\n", + "plt.xlabel(\"Feature 1\")\n", + "plt.ylabel(\"Feature 2\")\n", + "plt.axis('equal')\n", + "plt.grid(True)\n", + "\n", + "X_centered = X_original - np.mean(X_original, axis=0)\n", + "pca_center = PCA(n_components=1)\n", + "pca_center.fit(X_centered)\n", + "pc1_center = pca_center.components_[0]\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(X_centered[:, 0], X_centered[:, 1], alpha=0.6)\n", + "origin = [0, 0] \n", + "plt.quiver(*origin, *pc1_center * 3, color='r', scale=10, width=0.01, headwidth=4)\n", + "plt.title(\"PCA With Mean Centering (Correct)\")\n", + "plt.xlabel(\"Feature 1\")\n", + "plt.ylabel(\"Feature 2\")\n", + "plt.axis('equal')\n", + "plt.grid(True)\n", + "plt.suptitle(\"Visualizing the Effect of Mean Centering\", fontsize=16)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "67d6d6bb-9a83-485b-9c0a-43166a33d36f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data shape: (4, 3)\n", + "Mean : [10. 20. 30.]\n", + "Shape : (3,)\n", + "\n", + "Mean along axis=1 (INCORRECT): [20. 22. 18. 20.]\n", + "Shape of incorrect : (4,)\n" + ] + } + ], + "source": [ + "demo_data = np.array([[10, 20, 30],\n", + " [12, 22, 32],\n", + " [8, 18, 28],\n", + " [10, 20, 30]])\n", + "\n", + "mean_axis0 = np.mean(demo_data, axis=0)\n", + "print(f\"Data shape: {demo_data.shape}\")\n", + "print(f\"Mean : {mean_axis0}\")\n", + "print(f\"Shape : {mean_axis0.shape}\\n\")\n", + "\n", + "mean_axis1 = np.mean(demo_data, axis=1)\n", + "print(f\"Mean along axis=1 (INCORRECT): {mean_axis1}\")\n", + "print(f\"Shape of incorrect : {mean_axis1.shape}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "57755096-2738-41ae-93c6-f5a2308697c5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Slope of Linear Regression Line: 0.81\n", + "Slope of PCA (PC1) Line: 0.90\n" + ] + } + ], + "source": [ + "\n", + "from sklearn.linear_model import LinearRegression\n", + "X = X_centered[:, 0].reshape(-1, 1) # Feature 1\n", + "y = X_centered[:, 1] # Feature 2\n", + "\n", + "lin_reg = LinearRegression()\n", + "lin_reg.fit(X, y)\n", + "y_pred = lin_reg.predict(X)\n", + "\n", + "slope_pca = pc1_center[1] / pc1_center[0]\n", + "x_pca = np.linspace(X.min(), X.max(), 100)\n", + "y_pca = slope_pca * x_pca\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "plt.scatter(X, y, alpha=0.6, label='Data points')\n", + "plt.plot(X, y_pred, color='g', linewidth=2, label='Linear Regression Line (minimizes vertical error)')\n", + "plt.plot(x_pca, y_pca, color='r', linewidth=2, label='1st Principal Component (minimizes orthogonal error)')\n", + "plt.title(\"PCA vs. Linear Regression\")\n", + "plt.xlabel(\"Feature 1\")\n", + "plt.ylabel(\"Feature 2\")\n", + "plt.legend()\n", + "plt.axis('equal')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "print(f\"Slope of Linear Regression Line: {lin_reg.coef_[0]:.2f}\")\n", + "print(f\"Slope of PCA (PC1) Line: {slope_pca:.2f}\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "851f8c69-b2e0-44b3-af75-2c5ceedc2159", + "metadata": {}, + "source": [ + "# 5. Representing Piecewise & Continuous Functions with Trees\n", + "\n", + "
\n", + "\n", + "## (a) Exact Representation of a Piecewise-Constant Function\n", + "\n", + "\n", + "\n", + " A decision tree is perfectly suited to represent a piecewise-constant function.\n", + "\n", + "A decision tree works by repeadetly partitioning the input space. For a 1D function on $\\mathbb{R}$, this means splitting the number line. The structure of a step function aligns perfectly with this process.\n", + "* A step function is defined by $L-1$ breakpoints where the function's value changes.\n", + "* We can build a decision tree where each internal node is a test corresponding to one of these breakpoints.\n", + "* Each leaf node of the tree will correspond to one of the $L$ intervals where the function's value is constant. The value stored at that leaf will be the function's constant output for that interval.\n", + "\n", + "By setting up the splits in the tree to match the breakpoints of the function, the tree can reproduce the function's output exactly for any input $x$.\n", + "\n", + "\n", + "The depth of a tree is the length of the longest path from the root to a leaf. We need our tree to have at least $L$ leaf nodes to represent the $L$ constant intervals.\n", + "\n", + "The most efficient way to create $L$ leaves is with a balanced binary treee The relationship between the number of leaves ($L$) and the depth ($d$) of a binary tree is:\n", + "$$ L \\le 2^d $$\n", + "To find the minimum depth $d$ required to accommodate $L$ leaves, we solve for $d$:\n", + "$$ \\log_2(L) \\le d $$\n", + "Since the depth must be an integer, we take the ceiling of the result.\n", + "\n", + "Therefore, the minimum depth required is **$\\lceil \\log_2(L) \\rceil$**.\n", + "eg:\n", + "- If a function has $L=4$ constant intervals, min depth = $\\lceil \\log_2(4) \\rceil = 2$.\n", + "- If a function has $L=7$ constant intervals, min depth = $\\lceil \\log_2(7) \\rceil = \\lceil 2.807 \\rceil = 3$.\n", + "\n", + "
\n", + "\n", + "\n", + "\n", + "First, is a condition of \"strong smoothness.\" It means the function's rate of change is bounded. There exists a constant $K$ (the Lipschitz constant) such that for any two points $x_1$ and $x_2$:\n", + "$$ |f(x_1) - f(x_2)| \\le K |x_1 - x_2| $$\n", + "This prevents the function from being infinitely steep anywhere.\n", + "\n", + "### How well can the tree approximate the function?\n", + "\n", + "A tree of depth $d$ will approximate the smooth function $f$ with a piecewise-constant (step) function. A balanced tree of depth $d$ partitions the interval $[0, 1]$ into $L = 2^d$ smaller sub-intervals, each of width $1/2^d$.\n", + "\n", + "Let's analyze the approximation error within one of these small sub-intervals, $I_j$.\n", + "1. The tree's prediction for any $x$ in this interval is a constant value, let's call it $\\hat{f}(x)$. A good choice for this value is the function's actual value at the interval's midpoint, $m_j$. So, $\\hat{f}(x) = f(m_j)$.\n", + "2. The error at any point $x$ in this interval is $|f(x) - \\hat{f}(x)| = |f(x) - f(m_j)|$.\n", + "3. Using the Lipschitz property, we can bound this error:\n", + " $$ |f(x) - f(m_j)| \\le K |x - m_j| $$\n", + "4. The maximum possible distance between any point $x$ and the midpoint $m_j$ within the interval is half the interval's width: $\\frac{1}{2} \\times \\frac{1}{2^d} = \\frac{1}{2^{d+1}}$.\n", + "5. Therefore, the maximum error in any interval is bounded by $K \\cdot \\frac{1}{2^{d+1}}$.\n", + "\n", + "The approximation error decreases with the depth of the tree, $d$. We can write this relationship using big-O notation as:\n", + "$$ \\text{Error} = O(2^{-d}) $$\n", + "This is a very fast rate of convergence, showing that trees can be effective approximators for smooth functions.\n", + "\n", + "### Intuitive Explanation \n", + "\n", + "in case we have a smooth hill (the Lipschitz function). You want to approximate the shape of this hill using a series of flat, horizontal platforms (the tree's piecewise-constant output).\n", + "\n", + "* Depth 1 Tree: You use just two wide platforms to approximate the entire hill. The platforms will be far from the actual curve of the hill in many places. The approximation is crude.\n", + "* Depth 2 Tree: You now use four platforms, each half as wide as before. These shorter platforms can \"hug\" the curve of the hill much more closely, reducing the gaps and improving the fit.\n", + "* Increasing Depth: Each time you increase the tree's depth by one, you **double** the number of platforms and **halve** their width. Because the hill is smooth (it doesn't have sudden vertical cliffs), within a very short horizontal distance, its height doesn't change much.\n", + "\n", + "By making the platforms exponentially narrower (by increasing tree depth), the maximum height difference between the platform and the actual hill within that narrow segment also becomes exponentially smaller. This is why the approximation gets better very quickly as the tree gets deeper." + ] + }, + { + "cell_type": "markdown", + "id": "81b7660b-e5fd-405f-ba62-f751f71e5dd9", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d498537f-721a-4eba-a341-63c8676bc881", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Anirudh/assignment 4/img.jpg b/Anirudh/assignment 4/img.jpg new file mode 100644 index 0000000..4d3afe9 Binary files /dev/null and b/Anirudh/assignment 4/img.jpg differ diff --git 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+![Image 11](K.png) +![Image 12](L.png) +![Image 13](M.png) +![Image 14](N.png) +![Image 15](O.png) +![Image 16](P.png) +![Image 17](Q.png) +![Image 18](R.png) +![Image 19](S.png) +![Image 20](T.png) +![Image 21](U.png) +![Image 22](V.png) +![Image 23](W.png) +![Image 24](X.png) +![Image 25](Y.png) +![Image 26](Z.png) diff --git a/Anirudh/asssignment 1/immersion/sol.txt.txt b/Anirudh/asssignment 1/immersion/sol.txt.txt new file mode 100644 index 0000000..7af8357 --- /dev/null +++ b/Anirudh/asssignment 1/immersion/sol.txt.txt @@ -0,0 +1,16 @@ +![Image 1](1.png) +![Image 2](2.png) +![Image 3](3.png) +![Image 4](4.png) +![Image 5](5.png) +![Image 6](6.png) +![Image 7](7.png) +![Image 8](8.png) +![Image 9](9.png) +![Image 10](10.png) +![Image 11](11.png) +![Image 12](12.png) +![Image 13](13.png) +![Image 14](14.png) +![Image 15](15.png) +![Image 16](16.png) diff --git a/Anirudh/asssignment 1/missing_semester_bash/screenshots/Screenshot 2025-06-03 112114.png b/Anirudh/asssignment 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b/Anirudh/asssignment 1/missing_semester_scripting/marco.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +marco() { + export MARCO_DIR="$PWD" +} + +polo() { + cd "$MARCO_DIR" +} diff --git a/Anirudh/asssignment 1/missing_semester_scripting/question1.png b/Anirudh/asssignment 1/missing_semester_scripting/question1.png new file mode 100644 index 0000000..554867a Binary files /dev/null and b/Anirudh/asssignment 1/missing_semester_scripting/question1.png differ diff --git a/Anirudh/asssignment 1/missing_semester_scripting/question2.png b/Anirudh/asssignment 1/missing_semester_scripting/question2.png new file mode 100644 index 0000000..fcf5ab7 Binary files /dev/null and b/Anirudh/asssignment 1/missing_semester_scripting/question2.png differ diff --git a/Anirudh/asssignment 1/missing_semester_scripting/question4.png b/Anirudh/asssignment 1/missing_semester_scripting/question4.png new file mode 100644 index 0000000..92e4120 Binary files /dev/null and b/Anirudh/asssignment 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a sensitive file from git history + +1. Created a test repo with git init +2. Added a file secret.txt with sensitive data +3. Committed it by mistake +4. Used git filter-repo to completely remove it from history: + Command: + git filter-repo --path secret.txt --invert-paths +5 again had to use it by force + Command: + git filter-repo --path secret.txt --invert-paths --force + + +6. Verified using: + git log --all -- secret.txt + diff --git a/Anirudh/asssignment 1/missing_semeter_git/question1/sol.txt b/Anirudh/asssignment 1/missing_semeter_git/question1/sol.txt new file mode 100644 index 0000000..799b0b4 --- /dev/null +++ b/Anirudh/asssignment 1/missing_semeter_git/question1/sol.txt @@ -0,0 +1,12 @@ +for version history graph used git log --all --graph --decorate + +last person to modify readme.md: Anish Athalye +Date: Sat Feb 1 10:12:19 2025 -0800 +commit message: Update CI status URLs + +last commit to collections in _config.yml +commit a88b4eac326483e29bdac5ee0a39b180948ae7fc +Author: Anish Athalye +Date: Fri Jan 17 15:26:30 2020 -0500 + +commit message: Redo lectures as a collection \ No newline at end of file diff --git a/Anirudh/asssignment 1/missing_semeter_git/question1/solution.txt b/Anirudh/asssignment 1/missing_semeter_git/question1/solution.txt new file mode 100644 index 0000000..8acbe48 --- /dev/null +++ b/Anirudh/asssignment 1/missing_semeter_git/question1/solution.txt @@ -0,0 +1,16 @@ +analysed the important and useful git commands + +1. git init + - Initializes the .git directory +2. git add file.txt + - Git creates a blob for the file content. + - It also updates the index (staging area) which builds a tree structure for the next commit. +3. git commit -m "First commit" + - Git takes the tree from the index and creates a commit object that points to it. + - This commit has a unique SHA, an author, and points to the previous commit (if any). +4. git branch feature + - Git creates a new pointer (ref) to the current commit. +5. git checkout + - Moves the HEAD to the branch. HEAD now points to that branch, which points to a commit. +6. git merge main + - Combines trees from both branches and creates a merge commit with two parents. diff --git a/Anirudh/asssignment 1/missing_semeter_git/question3/1.png b/Anirudh/asssignment 1/missing_semeter_git/question3/1.png new file mode 100644 index 0000000..1529e2d Binary files /dev/null and b/Anirudh/asssignment 1/missing_semeter_git/question3/1.png differ diff --git a/Anirudh/asssignment 1/missing_semeter_git/question3/2.png b/Anirudh/asssignment 1/missing_semeter_git/question3/2.png new file mode 100644 index 0000000..1114b5c Binary files /dev/null and b/Anirudh/asssignment 1/missing_semeter_git/question3/2.png differ diff --git a/Anirudh/asssignment 1/missing_semeter_git/question3/3.png b/Anirudh/asssignment 1/missing_semeter_git/question3/3.png new file mode 100644 index 0000000..81770c7 Binary files /dev/null and b/Anirudh/asssignment 1/missing_semeter_git/question3/3.png differ diff --git a/Anirudh/asssignment 1/missing_semeter_git/question3/4.png b/Anirudh/asssignment 1/missing_semeter_git/question3/4.png new file mode 100644 index 0000000..8df934b Binary files /dev/null and b/Anirudh/asssignment 1/missing_semeter_git/question3/4.png differ diff --git a/Anirudh/asssignment 1/missing_semeter_git/question3/solution.md b/Anirudh/asssignment 1/missing_semeter_git/question3/solution.md new file mode 100644 index 0000000..9e216cc --- /dev/null +++ b/Anirudh/asssignment 1/missing_semeter_git/question3/solution.md @@ -0,0 +1,13 @@ +# Question 3 + +## What happens when you do git stash? +It temporarily shelves your modified tracked files + +## What do you see when running git log --all --oneline? +You see a summary of all commits across all branches,one line at a time + +## What does git stash pop do? +It reapplies the last stashed changes and removes them from the stash stack. + +## When is this useful? +When you need to quickly switch branches or pull latest changes diff --git a/Anirudh/asssignment 1/missing_semeter_git/question4/Screenshot 2025-06-03 095607.png b/Anirudh/asssignment 1/missing_semeter_git/question4/Screenshot 2025-06-03 095607.png new file mode 100644 index 0000000..f93401f Binary files /dev/null and b/Anirudh/asssignment 1/missing_semeter_git/question4/Screenshot 2025-06-03 095607.png differ diff --git a/Anirudh/asssignment 1/missing_semeter_git/question4/solution.md b/Anirudh/asssignment 1/missing_semeter_git/question4/solution.md new file mode 100644 index 0000000..b80e6e9 --- /dev/null +++ b/Anirudh/asssignment 1/missing_semeter_git/question4/solution.md @@ -0,0 +1,3 @@ +#question 4 + +used git config command and created an alias for graph diff --git a/Anirudh/asssignment 1/missing_semeter_git/question5/Screenshot 2025-06-03 102946.png b/Anirudh/asssignment 1/missing_semeter_git/question5/Screenshot 2025-06-03 102946.png new file mode 100644 index 0000000..598a3e4 Binary files /dev/null and b/Anirudh/asssignment 1/missing_semeter_git/question5/Screenshot 2025-06-03 102946.png differ diff --git a/README.md b/README.md index 22d115c..fe50be5 100644 --- a/README.md +++ b/README.md @@ -1,29 +1,29 @@ -# open-lecture-assignments-y25 - -This is the official repository to submit the lecture assignments. - -## Submission Guidelines - - -* You have to make a directory of your name and add the assignment wise folders in it according to the following format- - -Your_Name/ -│── assignment_1/ -│ ├── [Files for Assignment 1] -│── assignment_2/ -│ ├── [Files for Assignment 2] -│── assignment_3/ -│ ├── [Files for Assignment 3] - -* Make separate folder for each question in the assignment, so it becomes easy to review for us. - -## How to submit? - -1. Fork this repository. -2. Complete the assignment in your respective folder. -3. Create a pull request to submit your work. - -## Important Notes- - -* We will continuously monitor your progress through Git commits. -* Do not submit all assignments at once—your work should be added incrementally over time. -* We encourage you to engage deeply with the assignments. If you have any questions or need clarification, feel free to reach out. +# open-lecture-assignments-y25 + +This is the official repository to submit the lecture assignments. + +## Submission Guidelines - + +- You have to make a directory of your name and add the assignment wise folders in it according to the following format- + +Your_Name/ +│── assignment_1/ +│ ├── [Files for Assignment 1] +│── assignment_2/ +│ ├── [Files for Assignment 2] +│── assignment_3/ +│ ├── [Files for Assignment 3] + +- Make separate folder for each question in the assignment, so it becomes easy to review for us. + +## How to submit + +1. Fork this repository. +2. Complete the assignment in your respective folder. +3. Create a pull request to submit your work. + +## Important Notes- + +- We will continuously monitor your progress through Git commits. +- Do not submit all assignments at once—your work should be added incrementally over time. +- We encourage you to engage deeply with the assignments. If you have any questions or need clarification, feel free to reach out.