diff --git a/.gitmodules b/.gitmodules deleted file mode 100644 index 9e5bc28..0000000 --- a/.gitmodules +++ /dev/null @@ -1,51 +0,0 @@ -[submodule "devops"] - path = devops - url = git@github.com:MoussaabBadla/devops-bootcamp.git -[submodule "build-it/3-Pioneers"] - path = build-it/3-Pioneers - url = https://github.com/Ziouche-maroua/pioneer-pulse/ -[submodule "build-it/404Finders"] - path = build-it/404Finders - url = https://github.com/SeM2x/fine-tuning -[submodule "build-it/Apex"] - path = build-it/Apex - url = https://github.com/ilyes-rhdi/mini-Notion-gql -[submodule "build-it/ArchiTects"] - path = build-it/ArchiTects - url = https://github.com/moncefy/BUILD-IT-API-FETCHING -[submodule "build-it/BobsTheBuilders"] - path = build-it/BobsTheBuilders - url = https://github.com/HaniOdh/BuildIT -[submodule "build-it/BrainWaves"] - path = build-it/BrainWaves - url = https://github.com/adelmerad/Pagination -[submodule "build-it/BugBusters"] - path = build-it/BugBusters - url = https://github.com/oussamatght/ChoufPrice-DZ-Platform-backend -[submodule "build-it/Build_X"] - path = build-it/Build_X - url = https://github.com/NesRina03/cauldron -[submodule "build-it/Builders"] - path = build-it/Builders - url = https://github.com/malak-bou/Web_RTC_Project.git -[submodule "build-it/DataDome"] - path = build-it/DataDome - url = https://github.com/glorynino/SmartMeetOS -[submodule "build-it/ForgeIT"] - path = build-it/ForgeIT - url = https://github.com/Lyna-li/Hotel-Management-System.git -[submodule "build-it/STARKS"] - path = build-it/STARKS - url = https://github.com/SamyBakiri/Email-Sender-Backgroung-jobs-Queues-Batch-proccessing -[submodule "build-it/asten"] - path = build-it/asten - url = https://github.com/HADIL19/student-opportunities.git -[submodule "build-it/gitIgnore"] - path = build-it/gitIgnore - url = https://github.com/WRH-05/BUILDIT-REVERSE-RPOXY -[submodule "build-it/1-so99or"] - path = build-it/1-so99or - url = https://github.com/wailman24/Caching -[submodule "build-it/2-OptiGami"] - path = build-it/2-OptiGami - url = https://github.com/Vixen-77/RAG-implementation/ diff --git a/README.md b/README.md index e59ba00..2892fe6 100644 --- a/README.md +++ b/README.md @@ -1,26 +1,13 @@ -# MicroClub IT Section 2025-2026 +# This is my solution to the Front-End track 1st Challenge. -Welcome to the official repository of the **IT Section** at [MicroClub](https://microclub.info/) - the first scientific club in Algeria, founded in 1985 at USTHB. +Features implemented : -## About +- Dynamic rendering of products +- Stock renders depending on how much it is available +- Adding and removing products to Cart -This repository showcases all activities, events, workshops, and challenges organized by the IT section during the 2025-2026 academic year. +Features to be implemented in the future : -## Sub-Sections - -The IT section is divided into four specialized sub-sections: - -- **AI** - Artificial Intelligence and Machine Learning -- **Mobile** - Mobile Application Development -- **Web** - Web Development and Technologies -- **Security** - Cybersecurity and Network Security - -## What You'll Find Here - -- Workshop materials and resources -- Event documentation -- Challenge problems and solutions -- Training content -- Project showcases - -_Learning IT, Experiencing IT, Sharing IT._ +- Increasing and decreasing cart item quantity (making sure to delete the item from the cart when the quantity <= 0) +- Cart items total price +- Better UI design \ No newline at end of file diff --git a/ai/Build a Smart Prompt Router (Mini Agent)/About the challenge/Build a Smart Prompt Router (Mini Agent).pdf b/ai/Build a Smart Prompt Router (Mini Agent)/About the challenge/Build a Smart Prompt Router (Mini Agent).pdf deleted file mode 100644 index 8335f1a..0000000 Binary files a/ai/Build a Smart Prompt Router (Mini Agent)/About the challenge/Build a Smart Prompt Router (Mini Agent).pdf and /dev/null differ diff --git a/ai/Build a Smart Prompt 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Winners/Drive Link.md deleted file mode 100644 index f1c73b8..0000000 --- a/ai/Image Segmentation using K mean/Output of the Winners/Drive Link.md +++ /dev/null @@ -1 +0,0 @@ -https://drive.google.com/drive/folders/14IuFADN1nx8AMNI1e70CUzExerG4cyF7?usp=sharing \ No newline at end of file diff --git a/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/Iris.zip b/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/Iris.zip deleted file mode 100644 index 253128b..0000000 Binary files a/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/Iris.zip and /dev/null differ diff --git a/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/Workshop1-ressources.pdf b/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/Workshop1-ressources.pdf deleted file mode 100644 index 3315b1e..0000000 Binary files a/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/Workshop1-ressources.pdf and /dev/null differ diff --git a/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/workshop1.ipynb b/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/workshop1.ipynb deleted file mode 100644 index 61902d4..0000000 --- a/ai/Learning Season Track 1/Workshop1-Python Fundamentals (for AI)/workshop1.ipynb +++ /dev/null @@ -1,1687 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "6t9PBHXmvTgp", - "outputId": "c3541c1e-746f-4fad-b8cc-d355c1defa26" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "[1, 5, 9, 2]" - ] - }, - "metadata": {}, - "execution_count": 1 - } - ], - "source": [ - "li = [10 , 5 , 9 , 2]\n", - "li" - ] - }, - { - "cell_type": "code", - "source": [ - "li[2]" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "BKolqGV5vini", - "outputId": "aac51168-481a-4cae-ebb3-ec19acb6e4a3" - }, - "execution_count": 3, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "9" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ] - }, - { - "cell_type": "code", - "source": [ - "A = [[2 , 4, 3], [1, 5 ,6]]" - ], - "metadata": { - "id": "W9ljWXr_wRMh" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tup = (1, 2 , \"aya\", \"c\", 2,5)\n", - "tup" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "BjKgB-UfxFwG", - "outputId": "92ed6209-092e-4306-d82e-51cfbc7b6e93" - }, - "execution_count": 5, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1, 2, 'aya', 'c', 2, 5)" - ] - }, - "metadata": {}, - "execution_count": 5 - } - ] - }, - { - "cell_type": "code", - "source": [ - "D = {\n", - " \"name\" : \"john\",\n", - " \"age\" : 18,\n", - " \"uni\" : \"usthb\"\n", - "}\n", - "\n", - "D" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "8fVSdsOBxro1", - "outputId": "a9b409b0-c937-4461-9f4a-c07f00f678b7" - }, - "execution_count": 6, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'name': 'john', 'age': 18, 'uni': 'usthb'}" - ] - }, - "metadata": {}, - "execution_count": 6 - } - ] - }, - { - "cell_type": "code", - "source": [ - "D.keys()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Zvq2Vc_Fx_qW", - "outputId": "8ab7da89-6dc1-4cb8-94dd-4188959055c3" - }, - "execution_count": 7, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "dict_keys(['name', 'age', 'uni'])" - ] - }, - "metadata": {}, - "execution_count": 7 - } - ] - }, - { - "cell_type": "code", - "source": [ - "D.values()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "nfhiSZ7tyH7R", - "outputId": "edd053cd-9562-4f02-d5b0-d0525f816e6e" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "dict_values(['john', 18, 'usthb'])" - ] - }, - "metadata": {}, - "execution_count": 8 - } - ] - }, - { - "cell_type": "code", - "source": [ - "D.items()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-RSRIPAhyMYD", - "outputId": "f62ed5d9-bea2-4937-87d8-62b38cf8355c" - }, - "execution_count": 9, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "dict_items([('name', 'john'), ('age', 18), ('uni', 'usthb')])" - ] - }, - "metadata": {}, - "execution_count": 9 - } - ] - }, - { - "cell_type": "code", - "source": [ - "name = \"john\"\n", - "age = 12\n", - "\n", - "print(age + 6)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "unFXsXhjz-Yr", - "outputId": "3233855a-c06d-467f-d1fa-9d5d7fd09930" - }, - "execution_count": 15, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "18\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "if (age < 18):\n", - " print(\"you are a minor\")\n", - "else :\n", - " print(\"you're an adult\")" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "jAaLlxl50W9H", - "outputId": "6c2f7b03-d32e-4330-a4fe-006c19a120e6" - }, - "execution_count": 16, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "you are a minor\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "for i in range(10):\n", - " print(i)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "n7jsyKhd0v52", - "outputId": "4aa0bdd4-d2cc-4f89-cffb-1c26b977534c" - }, - "execution_count": 17, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "0\n", - "1\n", - "2\n", - "3\n", - "4\n", - "5\n", - "6\n", - "7\n", - "8\n", - "9\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "j = 0\n", - "while (j < 10):\n", - " print (j)\n", - " j+=1" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-fwcsVRE0_CW", - "outputId": "64caba57-0486-4623-8e31-6d8b89e98a83" - }, - "execution_count": 19, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "0\n", - "1\n", - "2\n", - "3\n", - "4\n", - "5\n", - "6\n", - "7\n", - "8\n", - "9\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "def greet(name):\n", - " print(\"hello\" , name)\n", - "\n", - "greet(name)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "55s_FzH41Vtm", - "outputId": "0bce1fca-e2f1-4345-fa7d-238da147003c" - }, - "execution_count": 22, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "hello john\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "def sum(a ,b):\n", - " return a + b\n", - "\n", - "a = 5\n", - "b = 3\n", - "\n", - "print(sum(5,6))" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-cbl6Aur1uru", - "outputId": "09fd287b-bfbf-4953-93a2-2c750528ff88" - }, - "execution_count": 24, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "11\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "from google.colab import files\n", - "uppload = files.upload()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 73 - }, - "id": "KjWPyruI81y3", - "outputId": "e4e093e8-3160-422b-d291-e92dd2090281" - }, - "execution_count": 25, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - "\n", - " \n", - " \n", - " Upload widget is only available when the cell has been executed in the\n", - " current browser session. Please rerun this cell to enable.\n", - " \n", - " " - ] - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Saving iris.csv to iris.csv\n" - ] - } - ] - }, - { - "cell_type": "code", - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns" - ], - "metadata": { - "id": "eD-ZOhWy9MC1" - }, - "execution_count": 26, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "df = pd.read_csv(\"iris.csv\")\n", - "df" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 424 - }, - "id": "j5a_7eS39eCQ", - "outputId": "5ca77b66-94ab-4c83-9c93-771a73ce71e2" - }, - "execution_count": 27, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - " sepal_length sepal_width petal_length petal_width species\n", - "0 5.1 3.5 1.4 0.2 setosa\n", - "1 4.9 3.0 1.4 0.2 setosa\n", - "2 4.7 3.2 1.3 0.2 setosa\n", - "3 4.6 3.1 1.5 0.2 setosa\n", - "4 5.0 3.6 1.4 0.2 setosa\n", - ".. ... ... ... ... ...\n", - "145 6.7 3.0 5.2 2.3 virginica\n", - "146 6.3 2.5 5.0 1.9 virginica\n", - "147 6.5 3.0 5.2 2.0 virginica\n", - "148 6.2 3.4 5.4 2.3 virginica\n", - "149 5.9 3.0 5.1 1.8 virginica\n", - "\n", - "[150 rows x 5 columns]" - ], - "text/html": [ - "\n", - "
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pPz7pTWibA595fH9GldbuODIkzGngcX5+BgCwjSu/ppk3b17Iv5955hk1NjZqz549YZsR6ULzUVZWlshuPOn8VwE17YzciEhKuBGRvk6NbNo5tBEZeNynC6mSs/xlfGUDAPCcpC9g7e/v18aNG3XmzBnV1NREXO706dOqrKxURUWF7rnnHn3wwQcxt93X16fe3t6Qm+1e2d0hNxOmo22bVEkAgJcl3Iy0trbq8ssvV35+vn74wx9q8+bN8vv9YZcdN26cXn75Zb3++utav369AoGApk+frk8++STqPhoaGlRcXDx4q6ioSLTMtDt68gvTJZAqCQDwpIRnYD1//ryOHTumnp4e/fKXv9Q///M/a/v27REbkot9+eWXuu6667RgwQI99dRTEZfr6+tTX1/f4L97e3tVUVFh9TUjP9v5sZ76v78zWsP/WXwzE/YAAKwR7zUjCX8ykpeXp2uvvVZTp05VQ0ODJk2apBdeeCGudS+55BJNnjxZH330UdTl8vPzVVRUFHKz3X01Y+Tm5Ro5vqEhTgNIlQQAeJnjSc8CgUDIpxjR9Pf3q7W1VeXlmferj7xhOVp8a1XUZSaOjt1UhUuN9EmD2yZVEgCQaRJqRurr67Vjxw51dHSotbVV9fX1eu+997Rw4UJJUm1trerr6weXf/LJJ/XWW2/p448/1oEDB7Ro0SIdPXpUDz/8cGqfhSXq5/r1gxlVQz4hyfFJP5hRpV8tuTXq42uipEbWz/WTKgkAyEgJ/bS3u7tbtbW16uzsVHFxsSZOnKg333xTs2bNkiQdO3ZMOTlf9zeff/65Fi9erK6uLo0YMUJTp07Vrl274rq+xKvq5/r1v78zPuIMq7Een+UvizjD6uzq8qiPAwDgRQlfwGqCVyY9AwAAX3PtAlYAAIBUohkBAABGkdprQLTU3rPn+7Vqa7s6PvtCY0ZequVz/RqelxvXupKzVF8SgYHwODZCOR0PxhPfxDUjaRYttffj/3dGLe3dQ9aZ5S9VU+20mInATlJ9SQQGwuPYCOV0PBjP7OJKaq8pmdKMxEr1jaZy5HAd/exsxMdn+Uv1m/bupFJ9t7V16pH1B0gEBr6BYyOU0/FgPLMPF7BaJp5U32iiNSKS1BKmEZG+Tv1duaVd/WHS9voDQa3c0p7UukAm49gI5XQ8GE9EQzOSJm6n+kYTLdV375GTIR+XJrIukMk4NkI5HQ/GE9HQjKSJram+8Sb9kgiMbMOxEcrpeDCeiIZmJE0qSy41XYJKCwviui/edYFMxrERyul4MJ6IhmYkTdxO9Y0mWqrvTVUlKi8uIBEY+AaOjVBOx4PxRDQ0I2kST6pvNJUjh0d9fJa/dDDh92KxUn1zc3xaMc8fsmy86wKZjGMjlNPxYDwRDc1IGsVK9Z3lLw273ix/qbb/6I6o6zbVTks61Xd2dTmJwEAYHBuhnI4H44lImGfEAGZgBbyFYyMUM7AiXkx6BgAAjGLSMwAA4Ak0IwAAwChSew1w8/tSvosF7MIxmZhY18U5wWthL5qRNHMzsZI0TMAuHJOJCZdM/szW3w0mkzvBa2E3LmBNIzcTK0nDBOzCMZmYWKnmP5iRfEPCa2EOF7Baxs3EStIwAbtwTCYmnlTzpp1HdP6rQMLb5rXwBpqRNHEzsZI0TMAuHJOJiSfVPBC8sFyieC28gWYkTdxMrCQNE7ALx2Ri4k01Tyb9nNfCG2hG0sTNxErSMAG7cEwmJt5U82TSz3ktvIFmJE3cTKwkDROwC8dkYuJJNc/xXVguUbwW3kAzkiZuJlaShgnYhWMyMfGkmi++tSqp+UZ4LbyBZiSN3EysJA0TsAvHZGJipZo7mWeE18J+zDNiADOwAtmDYzIxzMCaWUjtBQAARjHpGQAA8ASaEQAAYBRBeUmI9b1jrO88nXxvyXeeQPq5ecy6dUw73a6pc42bdXP+tBfNSIJiJT/GSp10khxJ6iSQfm4es24d0063a+pc42bdkjh/WowLWBMQK/lxpr9ULe3dEdef5S/Vb9q7k0qOJHUSSD8nx12sdb8/o0prdxxJ+THt9Fxh6lzjZt2R/shx/nQfF7CmWKzkx6AUtRHRHx9PJjmS1Ekg/Zwcd/GcL5p2Dm1E4tm2WzWnYv1kpaPucDh/2oNmJE6xkh+dipYcSeokkH5Ojrt4zhfR/vYle0w7PVeYOte4XXc0nD/tQDMSp3QlOobbD6mTQPo5Oe5SdSwmuh2n5wpT55p01Z2KGuAOmpE4pSvRMdx+SJ0E0s/JcZeqYzHR7Tg9V5g616Sr7lTUAHfQjMQpVvJjvJJJjiR1Ekg/J8ddPOeLHF9y5wO3ak7F+slyu+5oOH/agWYkTrGSH3268GuZaAYeTzQ5ktRJIP2cHHfxnC8GUmpTeUw7PVeYOteko+5kt430oBlJQKzkx6baaVFTJ5tqpyWdHEnqJJB+To67WOvWz/W7ckw7PVeYOte4WfeaRVO0hvOn1ZhnJAnMwApkF2ZgZQZWJIfUXgAAYBSTngEAAE+gGQEAAEYRlGeZ0+e+0qP/elDHPj+rq0cM19/fO1mXF3z9MvGdJ5B6bh5Xpq4RM/mcTF0nA++iGbHI/3pxp/7jk97Bfx/uOqXqJ97UxNFF+tWSW0ntBVzg5nFlKqXb5HMylVQMb+MCVkt8sxH5psqRw3Xss7Ok9gIp5GZCrZuJv6YSvp0mEbuVVAx7cQGrh5w+91XURkSSjoZpRCRSJ4FkuZlQ62bir1vrxhLPtqMlEbuVVIzMQDNigUf/9aCj9UmdBBLnZkKtm4m/phK+49l2rD7CjaRiZAaaEQsc+/xsSrZD6iQQPzcTatOR+JvuhG+TyeXIfDQjFrh6xPCUbIfUSSB+bibUpiPxN90J3yaTy5H5aEYs8Pf3Tna0PqmTQOLcTKh1M/HXVMJ3PNuO9etcN5KKkRloRixwecEwTRwd/VdClSOHD6Z9XozUSSA5bibUupn469a6scSz7cW3VkU8T7mVVIzMQDNiiV8tuTViQzJxdJG2/+gOUnuBFHMzodbNxF9TCd9Ok4jdSiqG9zHPiGWYgRVIP2ZgTQwzsCJepPYCAACjmPQMAAB4As0IAAAwiqC8CNz8rvbs+X6t2tqujs++0JiRl2r5XL+G5+W6XhfgZbHe++e/CuiV3R06evILVZZcqvtqxihvWHz/33KybafHZLT1nVx74eZ4xWJy27ZeZ+OErXWlUkLXjDQ2NqqxsVEdHR2SpAkTJugnP/mJ5syZE3GdTZs26cc//rE6Ojo0duxYrV69WnPnzk2oyHRfM+JmWubiX+xTS3v3kPVm+UvVVDvNtboAL4v13m/Y2q6mnUdCphvP8V34KWn9XL9r25589QhHx2S0fUtKOv021rpOxisWk9u2NenYCVvripcrF7Bu2bJFubm5Gjt2rILBoH7+85/rueee08GDBzVhwoQhy+/atUszZsxQQ0OD/vzP/1wbNmzQ6tWrdeDAAVVXV6f8yaSCm2mZ148uihqIF60hcTOJE7BZrPf+TH9p2AZ/wA9mRP4j6HTb4cR7TEbbd6STcjzpt7HWdTJesTRsbddLO44Y2fYsf6l+095tXdKxE7bWlYi0/ZqmpKREzz33nB566KEhj9177706c+aM3njjjcH7br75Zt1www1as2ZN3PtIVzPSHwjq26vfiRgG5dOF38P/9rE7hnxEFmvdeP3uydlDvrJxUhfgZak4rnJ80odPzRnyNUGqjtlwYh2TTvbtk+TzxQ6li7RurNUijVcs578KaPyPfx21Lje3HY2Tc7ep86utdSXK9V/T9Pf3a+PGjTpz5oxqamrCLrN7927NnDkz5L677rpLu3fvjrrtvr4+9fb2htzSwc20zHit2tqe0roAL0vFcRUISq/s7nBl25HEOiad7DuedNxo68YSabxieWV3R1ypvW5tOxpTScdO2FqXWxJuRlpbW3X55ZcrPz9fP/zhD7V582b5/eE/duvq6tKoUaNC7hs1apS6urqi7qOhoUHFxcWDt4qKikTLTEo60jJj6fjsi6S3TdolMk2q3tNHTyZ/XDkRaR+2H6vhxitV67i57VjSnXTshK11uSXhZmTcuHE6dOiQ/v3f/12PPPKI7r//frW3D/3fvBP19fXq6ekZvB0/fjyl248kHWmZsYwZeWnS2ybtEpkmVe/pypLkjysnIu3D9mM13Hilah03tx1LupOOnbC1Lrck3Izk5eXp2muv1dSpU9XQ0KBJkybphRdeCLtsWVmZTpw4EXLfiRMnVFZWFnUf+fn5KioqCrmlg5tpmfFaHubiLjeTOAGbpeK4yvFJ99WMcWXbkcQ6Jp3sO5503GjrxhJpvGK5r2ZMXKm9bm07GlNJx07YWpdbHP/wOxAIqK+vL+xjNTU1evvtt0Pua2lpiXiNiWlupmX6pJjJvLP8pWHnG3EziROwWTzH1Sx/adRtLL61KuwFk6nYdqR1pejHZDzHdLTHoqXjxlo32fGKJW9YzmAqr4ltz/KXJpVsbuv51da63JLQu6K+vl47duxQR0eHWltbVV9fr/fee08LFy6UJNXW1qq+vn5w+aVLl2rbtm16/vnn9eGHH+qJJ57Q+++/ryVLlqT2WaSQm2mZv1pya8QTQax5RtxM4gRsFuu931Q7TT+YUTXkf845vtg/JXW67TUOjslo+16zaErUbUdLv421rpPxiqV+rt/Ytptqp1mZdOyErXW5IaGf9j700EN6++231dnZqeLiYk2cOFGPPfaYZs2aJUm6/fbbNWbMGDU3Nw+us2nTJj3++OODk5799Kc/tX7SM4kZWAHbMAMrM7DGs21mYLULqb0AAMAoUnsBAIAn0IwAAACjSO01wMvf/yHzefX9Ga1up9cwuHVdR7bKxDHJxOeUTjQjaeb1BEZkNq++P6PVffDY50OSXp/Z+ru4U2TdSta1eTzdlIljkonPKd24gDWNMiGBEZnLq+/PZNJvB8T6ualbybqSvePpJq++x6LJxOeUSlzAapn+QFArt7SHPYEN3LdyS7v6naRBAUny6vsznrqjadp5ROe/CqR028E/3pp2Dm1ELl7XxvF0k1ffY9Fk4nMyhWYkTbItgRHe4tX3p9Pk3WgpsqnYdiS2jqebvPoeiyYTn5MpNCNpkm0JjPAWr74/U1FPpERYk6m+mcir77FoMvE5mUIzkibZlsAIb/Hq+zMV9URKhDWZ6puJvPoeiyYTn5MpNCNpkm0JjPAWr74/nSbvRkuRTcW2vTaebvLqeyyaTHxOptCMpEm2JTDCW7z6/ow3/TaSaCmyTpJ1fX/cdrR1bRxPN3n1PRZNJj4nU2hG0iibEhjhPV59f8ZKv3WSIutWsq7N4+kmr77HosnE52QC84wYwEx9sJlX35/MwOodmTgmmficUoHUXgAAYBSTngEAAE+gGQEAAEYRlAfACjZfe+HmNSPRrmdx8pydXifjJltr8+p1H16t+2JcMwLAuFippyZTUd1M7W3Y2j4kUTjHd+FnwZOvHpH0c4623XiSit1ka21eTd61vW4uYAXgCbFST02m37qZ2jvTX6qW9u6E6onnOTdsbddLO45E3EY8P2l2i621eTV51wt1cwErAOvFSj01mX7rZmpvUEq4Ebl4v5Ge8/mvAmraGfmPvRQ9qdhNttbm1eRdr9YdCc0IAGPiScY1lX7rZmqvE9Ge8yu7O2LuN1pSsZtsrc2rybterTsSmhEAxqQqzdSNVFTbk1bD1RcpgTjZ5VLJ1tq8mrzr1bojoRkBYEyq0kzdSEW1PWk1XH2REoiTXS6VbK3Nq8m7Xq07EpoRAMbEk4xrKv3WzdReJ6I95/tqxgzJ4QlXV6SkYjfZWptXk3e9WnckNCMAjImVemoy/dbN1F6fpFn+0pg1JPqc84blDO43kmhJxW6ytTavJu96te5IaEYAGBUr9dRk+q2bqb1NtdOiJgpH23a051w/1+8oqdhNttbm1eRdr9YdDvOMALACM7AyA6tpXp3J1Oa6mfQMAAAYxaRnAADAE2hGAACAUaT2AkgbJ9cK2HxNiVucPKez5/u1amu7Oj77QmNGXqrlc/0anpebln0DieKaEQBp4SSt1eZUX7c4eU6Lf7EvbPbNLH+pmmqnubpv4GJcwArAGk7SWm1O9XWLkzTWSI3IgFgNiReSYOEdXMAKwApO0lptTvV1i5M01rPn+2OmAbe0d+vs+f6U7xtwgmYEgKucpLXanOrrFidprKu2tse1j0jLZVoSLLyDZgSAq5yktdqc6usWJ2msHZ/FN9aRlsu0JFh4B80IAFc5SWu1OdXXLU7SWMeMjG+sIy2XaUmw8A6aEQCucpLWanOqr1ucpLEujzPbJdJymZYEC++gGQHgKidprTan+rrFSRrr8LzcmGnAs/ylEecbybQkWHgHzQgA1zlJa7U51dctTtJYm2qnRWxI4plnJJOSYOEdzDMCIG2YgTUxzMAKr2PSMwAAYBSTngEAAE+gGQEAAEaR2gtkGVuvBTBZl61jkqkYb3vY8lrQjABZxNY0VpN12TommYrxtodNrwUXsAJZwtY0VpN12TommYrxtke6XgsuYAUwyNY0VpN12TommYrxtoeNrwXNCJAFbE1jNVmXrWOSqRhve9j4WtCMAFnA1jRWk3XZOiaZivG2h42vBc0IkAVsTWM1WZetY5KpGG972Pha0IwAWcDWNFaTddk6JpmK8baHja8FzQiQBWxNYzVZl61jkqkYb3vY+FrQjABZwtY0VpN12TommYrxtodtrwXzjABZxpYZF22qy9YxyVSMtz3cfi1I7QUAAEYx6RkAAPAEmhEAAGAUQXmAS/hefKhoY2LzeJmqLdZ+z38V0Cu7O3T05BeqLLlU99WMUd6wzP4/ps3vEyQvoWakoaFBr776qj788EMNHz5c06dP1+rVqzVu3LiI6zQ3N+vBBx8MuS8/P1/nzjHLHjKXTWmYtog2JpKsHS9Tr2Ws/TZsbVfTziO6OD7kma2/0+Jbq1Q/1+9aXSZxXGWuhC5gnT17tv7yL/9S06ZN01dffaXly5erra1N7e3tuuyyy8Ku09zcrKVLl+rw4cNf79Tn06hRo+IukgtY4SUkkw4VbUwinYBsGC9Tr2Ws/c70l6qlvTvi+j+YkXkNCceVN7lyAeu2bdv0wAMPaMKECZo0aZKam5t17Ngx7d+/P+p6Pp9PZWVlg7dEGhHAS2xMwzQtnjEJx/R4mXotY+03KEVtRCSpaecRnf8qkNK6TOK4ynyOvlzs6emRJJWURJ8y9vTp06qsrFRFRYXuueceffDBB1GX7+vrU29vb8gN8AIb0zBNizUm0ZgcL1OvpZPxGhAISq/s7khNQRbguMp8STcjgUBAy5Yt0y233KLq6uqIy40bN04vv/yyXn/9da1fv16BQEDTp0/XJ598EnGdhoYGFRcXD94qKiqSLRNIKxvTME1LxXM1MV6mXstUbe/oyS9Ssh0bcFxlvqSbkbq6OrW1tWnjxo1Rl6upqVFtba1uuOEG3XbbbXr11Vd1xRVX6KWXXoq4Tn19vXp6egZvx48fT7ZMIK1sTMM0LRXP1cR4mXotU7W9ypJLU7IdG3BcZb6kmpElS5bojTfe0LvvvqvRo0cntO4ll1yiyZMn66OPPoq4TH5+voqKikJugBfYmIZpWqwxicbkeJl6LZ2M14Acn3RfzZhUlWQcx1XmS6gZCQaDWrJkiTZv3qx33nlHVVVVCe+wv79fra2tKi/nqmdkHhvTME2LZ0yiPWZqvEy9lrH265M0y18adRuLb63KqPlGOK4yX0Lv1rq6Oq1fv14bNmxQYWGhurq61NXVpbNnzw4uU1tbq/r6+sF/P/nkk3rrrbf08ccf68CBA1q0aJGOHj2qhx9+OHXPArCIbWmYNog2JmsWTdEaS8fL1GsZa79NtdP0gxlV+ubf3hxfZv6sV+K4ynQJzTPi84XvOtetW6cHHnhAknT77bdrzJgxam5uliQ9+uijevXVV9XV1aURI0Zo6tSpevrppzV58uS4i2SeEXgRM0UOxQysqd0vM7Da9T7BUKT2AgAAo0jtBQAAnkAzAgAAjCK1F/AgW69h4Pt8AMmgGQE8xtYUWRJVASSLC1gBD7E1Rfb7M6q0dscRElUBhOACViDD2JoiK11IiSVRFUCyaEYAj7A1RTaoCymx6a4LQOagGQE8wuspsiSqAoiEZgTwCK+nyJKoCiASmhHAI2xNkfVJQzJS0lEXgMxBMwJ4hK0pstKFlFhflMdJVAUQDc0I4CG2psjWz/WTqAogacwzAngQM7AC8IJ4/34zAyvgQbk5PtVcM9K6/ZqqC4C38TUNAAAwimYEAAAYxdc0LuB7c7gtE99jJp9TJo4n4CU0IylGcinclonvMZPPKRPHE/Aafk2TQqYSVZE9MvE9ZvI5ZeJ4AjYhtTfNTCWqIntk4nvM5HPKxPEEvIpmJEVMJaoie2Tie8zkc8rE8QS8imYkRUwlqiJ7ZOJ7zORzysTxBLyKZiRFTCWqIntk4nvM5HPKxPEEvIpmJEVMJaoie2Tie8zkc8rE8QS8imYkRUwlqiJ7ZOJ7zORzysTxBLyKZiSFTCWqIntk4nvM5HPKxPEEvIh5RlzAbI5wWya+x5iBFcg88f79phkBAACuYNIzAADgCTQjAADAKILyAFjB5us2bK3N1rqARNGMADDO5uRcW2uztS4gGXxNA8CogeTcb+bEdPWc0yPrD2hbW6ehyuytzda6gGTRjAAwxubkXFtrs7UuwAmaEQDG2Jyca2ttttYFOEEzAsAYm5Nzba3N1roAJ2hGABhjc3KurbXZWhfgBM0IAGNsTs61tTZb6wKcoBkBYIzNybm21mZrXYATNCMAjLI5OdfW2mytC0gWQXkArGDzbKK21mZrXcCAeP9+MwMrACvk5vhUc81I02WEZWttttYFJIqvaQAAgFE0IwAAwCiaEQAAYBTNCAAAMIpmBAAAGEUzAgAAjKIZAQAARtGMAAAAo2hGAACAUTQjAADAKJoRAABgFM0IAAAwimYEAAAYRTMCAACMohkBAABG0YwAAACjhpkuAEB69QeC2nvkpLpPnVNpYYFuqipRbo7PdFkAslhCn4w0NDRo2rRpKiwsVGlpqebPn6/Dhw/HXG/Tpk0aP368CgoKdP3112vr1q1JFwwgedvaOvXt1e9oQdMeLd14SAua9ujbq9/RtrZO06UByGIJNSPbt29XXV2d9uzZo5aWFn355Zf6zne+ozNnzkRcZ9euXVqwYIEeeughHTx4UPPnz9f8+fPV1tbmuHgA8dvW1qlH1h9QZ8+5kPu7es7pkfUHaEgAGOMLBoPBZFf+n//5H5WWlmr79u2aMWNG2GXuvfdenTlzRm+88cbgfTfffLNuuOEGrVmzJq799Pb2qri4WD09PSoqKkq2XCBr9QeC+vbqd4Y0IgN8ksqKC/Tbx+7gKxsAKRPv329HF7D29PRIkkpKSiIus3v3bs2cOTPkvrvuuku7d++OuE5fX596e3tDbgCSt/fIyYiNiCQFJXX2nNPeIyfTVxQA/FHSzUggENCyZct0yy23qLq6OuJyXV1dGjVqVMh9o0aNUldXV8R1GhoaVFxcPHirqKhItkwAkrpPRW5EklkOAFIp6Wakrq5ObW1t2rhxYyrrkSTV19erp6dn8Hb8+PGU7wPIJqWFBSldDgBSKamf9i5ZskRvvPGGduzYodGjR0ddtqysTCdOnAi578SJEyorK4u4Tn5+vvLz85MpDUAYN1WVqLy4QF095xTuIrGBa0Zuqor8lSsAuCWhT0aCwaCWLFmizZs365133lFVVVXMdWpqavT222+H3NfS0qKamprEKgWQtNwcn1bM80u60HhcbODfK+b5uXgVgBEJNSN1dXVav369NmzYoMLCQnV1damrq0tnz54dXKa2tlb19fWD/166dKm2bdum559/Xh9++KGeeOIJvf/++1qyZEnqngWAmGZXl6tx0RSVFYd+FVNWXKDGRVM0u7rcUGUAsl1CP+31+cL/r2ndunV64IEHJEm33367xowZo+bm5sHHN23apMcff1wdHR0aO3asfvrTn2ru3LlxF8lPe4HUYQZWAOkS799vR/OMpAvNCAAA3pOWeUYAAACcohkBAABG0YwAAACjaEYAAIBRNCMAAMAomhEAAGAUzQgAADCKZgQAABhFMwIAAIxKKrU33QYmie3t7TVcCQAAiNfA3+1Yk717ohk5deqUJKmiosJwJQAAIFGnTp1ScXFxxMc9kU0TCAT06aefqrCwMGJYXzJ6e3tVUVGh48ePk3kTJ8YsMYxXYhivxDFmiWG8EudkzILBoE6dOqUrr7xSOTmRrwzxxCcjOTk5Gj16tGvbLyoq4k2ZIMYsMYxXYhivxDFmiWG8EpfsmEX7RGQAF7ACAACjaEYAAIBRWd2M5Ofna8WKFcrPzzddimcwZolhvBLDeCWOMUsM45W4dIyZJy5gBQAAmSurPxkBAADm0YwAAACjaEYAAIBRNCMAAMCorGxGduzYoXnz5unKK6+Uz+fTa6+9ZrokqzU0NGjatGkqLCxUaWmp5s+fr8OHD5suy2qNjY2aOHHi4CRBNTU1+vWvf226LM949tln5fP5tGzZMtOlWOuJJ56Qz+cLuY0fP950WVb77//+by1atEgjR47U8OHDdf311+v99983XZaVxowZM+T95fP5VFdX58r+srIZOXPmjCZNmqR/+qd/Ml2KJ2zfvl11dXXas2ePWlpa9OWXX+o73/mOzpw5Y7o0a40ePVrPPvus9u/fr/fff1933HGH7rnnHn3wwQemS7Pevn379NJLL2nixImmS7HehAkT1NnZOXj77W9/a7oka33++ee65ZZbdMkll+jXv/612tvb9fzzz2vEiBGmS7PSvn37Qt5bLS0tkqTvfve7ruzPE9PBp9qcOXM0Z84c02V4xrZt20L+3dzcrNLSUu3fv18zZswwVJXd5s2bF/LvZ555Ro2NjdqzZ48mTJhgqCr7nT59WgsXLlRTU5Oefvpp0+VYb9iwYSorKzNdhiesXr1aFRUVWrdu3eB9VVVVBiuy2xVXXBHy72effVbXXHONbrvtNlf2l5WfjMCZnp4eSVJJSYnhSryhv79fGzdu1JkzZ1RTU2O6HKvV1dXp7rvv1syZM02X4gm///3vdeWVV+pP//RPtXDhQh07dsx0Sdb61a9+pRtvvFHf/e53VVpaqsmTJ6upqcl0WZ5w/vx5rV+/Xt/73vdSGlZ7saz8ZATJCwQCWrZsmW655RZVV1ebLsdqra2tqqmp0blz53T55Zdr8+bN8vv9psuy1saNG3XgwAHt27fPdCme8K1vfUvNzc0aN26cOjs7tXLlSt16661qa2tTYWGh6fKs8/HHH6uxsVF/8zd/o+XLl2vfvn3667/+a+Xl5en+++83XZ7VXnvtNf3hD3/QAw884No+aEaQkLq6OrW1tfHddBzGjRunQ4cOqaenR7/85S91//33a/v27TQkYRw/flxLly5VS0uLCgoKTJfjCRd/1Txx4kR961vfUmVlpf7t3/5NDz30kMHK7BQIBHTjjTdq1apVkqTJkyerra1Na9asoRmJ4Wc/+5nmzJmjK6+80rV98DUN4rZkyRK98cYbevfddzV69GjT5VgvLy9P1157raZOnaqGhgZNmjRJL7zwgumyrLR//351d3drypQpGjZsmIYNG6bt27frH//xHzVs2DD19/ebLtF6f/Inf6I/+7M/00cffWS6FCuVl5cP+Y/Addddx1dbMRw9elS/+c1v9PDDD7u6Hz4ZQUzBYFB/9Vd/pc2bN+u9997joq8kBQIB9fX1mS7DSnfeeadaW1tD7nvwwQc1fvx4PfbYY8rNzTVUmXecPn1a//Vf/6X77rvPdClWuuWWW4ZMSfCf//mfqqysNFSRN6xbt06lpaW6++67Xd1PVjYjp0+fDvnfw5EjR3To0CGVlJTo6quvNliZnerq6rRhwwa9/vrrKiwsVFdXlySpuLhYw4cPN1ydnerr6zVnzhxdffXVOnXqlDZs2KD33ntPb775punSrFRYWDjkGqTLLrtMI0eO5NqkCP72b/9W8+bNU2VlpT799FOtWLFCubm5WrBggenSrPToo49q+vTpWrVqlf7iL/5Ce/fu1dq1a7V27VrTpVkrEAho3bp1uv/++zVsmMvtQjALvfvuu0FJQ27333+/6dKsFG6sJAXXrVtnujRrfe973wtWVlYG8/LygldccUXwzjvvDL711lumy/KU2267Lbh06VLTZVjr3nvvDZaXlwfz8vKCV111VfDee+8NfvTRR6bLstqWLVuC1dXVwfz8/OD48eODa9euNV2S1d58882gpODhw4dd35cvGAwG3W13AAAAIuMCVgAAYBTNCAAAMIpmBAAAGEUzAgAAjKIZAQAARtGMAAAAo2hGAACAUTQjAADAKJoRAABgFM0IAAAwimYEAAAYRTMCAACM+v8n9ZzWA76HVgAAAABJRU5ErkJggg==\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "sns.pairplot(df)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "bc2leOkxBrEp", - "outputId": "5b38b977-96fa-4eb9-dabd-4d53ab896858" - }, - "execution_count": 46, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 46 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "sns.histplot(df)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 447 - }, - "id": "r90rv98iB8BU", - "outputId": "495fa865-df69-434e-8dec-f35ed67b635d" - }, - "execution_count": 47, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 47 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "sns.jointplot(df)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 643 - }, - "id": "KRGO_1gGCDB7", - "outputId": "959e6229-a88e-4a54-cfda-c3889f8e012d" - }, - "execution_count": 48, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 48 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - } - ] -} \ No newline at end of file diff --git a/ai/Voice emotion recognition/About the Challenge/Kaggle Competition Link.md b/ai/Voice emotion recognition/About the Challenge/Kaggle Competition Link.md deleted file mode 100644 index a32e18d..0000000 --- a/ai/Voice emotion recognition/About the Challenge/Kaggle Competition Link.md +++ /dev/null @@ -1 +0,0 @@ -https://www.kaggle.com/competitions/audio-speech-emotion-recognition diff --git a/ai/Voice emotion recognition/Output of the Winners/Github Link.md b/ai/Voice emotion recognition/Output of the Winners/Github Link.md deleted file mode 100644 index 0f1bcd6..0000000 --- a/ai/Voice emotion recognition/Output of the Winners/Github Link.md +++ /dev/null @@ -1 +0,0 @@ -https://github.com/ibtissem101/Detecting-Emotion-In-Voice-Model \ No newline at end of file diff --git a/build-it/1-so99or b/build-it/1-so99or deleted file mode 160000 index 4613009..0000000 --- a/build-it/1-so99or +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 461300911310d1f3b280fbbbba938260ffea0c80 diff --git a/build-it/2-OptiGami b/build-it/2-OptiGami deleted file mode 160000 index 36debf1..0000000 --- a/build-it/2-OptiGami +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 36debf1b660281d1d1d454c312780f21149f3d35 diff --git a/build-it/3-Pioneers b/build-it/3-Pioneers deleted file mode 160000 index abc1c93..0000000 --- a/build-it/3-Pioneers +++ /dev/null @@ -1 +0,0 @@ -Subproject commit abc1c93c256b0993eddbf4bd93d3717a98e188c4 diff --git a/build-it/404Finders b/build-it/404Finders deleted file mode 160000 index 8dd9d00..0000000 --- a/build-it/404Finders +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 8dd9d00b7fb2e55236d03f43759c5caa2b309c22 diff --git a/build-it/Apex b/build-it/Apex deleted file mode 160000 index 6d84397..0000000 --- a/build-it/Apex +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 6d84397da6e5995dffd5982090a87f39048a9dd6 diff --git a/build-it/ArchiTects b/build-it/ArchiTects deleted file mode 160000 index 4982e1a..0000000 --- a/build-it/ArchiTects +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 4982e1af89b19d85ce52d7b1f41a37b6e60fa888 diff --git a/build-it/BobsTheBuilders b/build-it/BobsTheBuilders deleted file mode 160000 index 30738cc..0000000 --- a/build-it/BobsTheBuilders +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 30738cc18031aa157ca3a2538428d6f64af12742 diff --git a/build-it/BrainWaves b/build-it/BrainWaves deleted file mode 160000 index 6216b0b..0000000 --- a/build-it/BrainWaves +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 6216b0b9355cceef545d1f0ca6dd513ba4ae2689 diff --git a/build-it/BugBusters b/build-it/BugBusters deleted file mode 160000 index b461b3c..0000000 --- a/build-it/BugBusters +++ /dev/null @@ -1 +0,0 @@ -Subproject commit b461b3c43ea68a21ba3d179fd5899a90dc093a0d diff --git a/build-it/Build_X b/build-it/Build_X deleted file mode 160000 index 4f523a3..0000000 --- a/build-it/Build_X +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 4f523a361b08edb5011de8803facea7b5af8c18c diff --git a/build-it/Builders b/build-it/Builders deleted file mode 160000 index 83f4223..0000000 --- a/build-it/Builders +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 83f42232a712ebdac68a910ab711abf4ed0c63c2 diff --git a/build-it/DataDome b/build-it/DataDome deleted file mode 160000 index 37a318b..0000000 --- a/build-it/DataDome +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 37a318ba61371f259b8628046c62b8f5c2a9993d diff --git a/build-it/ForgeIT b/build-it/ForgeIT deleted file mode 160000 index 6c4f191..0000000 --- a/build-it/ForgeIT +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 6c4f191b6bc5c819140ad7afca1ebb5fb870de0a diff --git a/build-it/README.md b/build-it/README.md deleted file mode 100644 index c39332f..0000000 --- a/build-it/README.md +++ /dev/null @@ -1,139 +0,0 @@ -# BUILD IT - Research First, Build Second - -**Build IT** was an intensive 5-day online technical event organized by the IT Section of **Micro Club** where teams dove deep into modern protocols, algorithms, and technical concepts. Unlike typical hackathons that focus only on the final product, Build IT emphasized the **"Research first, Build second"** methodology. - -Teams were challenged to understand a complex technical concept at a deep level, document it thoroughly, and implement it into a functional application that demonstrates their understanding. - ---- - -## Event Details - -| | | -| -------------- | --------------------------------------- | -| **Event Date** | December 23 - 28, 2025 | -| **Duration** | 5 Days | -| **Platform** | Online (Discord) | -| **Teams** | 20 Participating Teams (16 submissions) | -| **Members** | 5 per team | - ---- - -## The Challenge - -Each team received a specific technical **theme** (a concept, algorithm, or protocol). The mission was to: - -### 1. Research - -Understand the assigned protocol or algorithm at a deep technical level — theory, architecture, trade-offs, and real-world use cases. - -### 2. Document - -Create a comprehensive **README.md** serving as a technical article with concept deep-dives, architecture diagrams, design decisions, and implementation details. - -### 3. Build - -Implement a real, working application that clearly demonstrates the concept. **Clarity, correctness, and understanding matter most.** - ---- - -## Winners - -| Rank | Team | Theme | Project | -| :-----: | ------------ | ------------------------------------ | -------------------------------------------------------------------------- | -| **1st** | **so99or** | Caching | In-memory caching system with LRU/distributed cache strategies | -| **2nd** | **OptiGami** | RAG (Retrieval-Augmented Generation) | Mecanic-IA: Agentic RAG for automotive repair manuals | -| **3rd** | **Pioneers** | CQRS | PioneerPulse: Distributed monitoring platform with read/write DB splitting | - ---- - -## All Participating Teams - -| Team | Theme | Project Description | -| ------------------------------------ | ---------------------------- | ---------------------------------------------------------------------------------------------------------------- | -| [so99or](./1-so99or) | **Caching** | Deep dive into caching strategies: in-memory, distributed, and client-side caching with practical implementation | -| [OptiGami](./2-OptiGami) | **RAG** | Mecanic-IA: Intelligent Retrieval-Augmented Generation system for querying Dacia vehicle repair manuals | -| [Pioneers](./3-Pioneers) | **CQRS** | PioneerPulse: Distributed system monitoring platform with CQRS, event-driven replication, and observability | -| [404Finders](./404Finders) | **LLM Fine-tuning** | Algerian Darija chat application with QLoRA fine-tuned Qwen2.5-3B model | -| [Apex](./Apex) | **GraphQL** | NotionQL: Collaborative workspace showcasing advanced GraphQL patterns | -| [ArchiTects](./ArchiTects) | **API Fetching** | Deep technical exploration of API fetching patterns, caching, and optimization | -| [asten](./asten) | **Web Scraping** | OpportuNet: Aggregation platform for hackathons, courses, and internships | -| [BobsTheBuilders](./BobsTheBuilders) | **Isolates & Async Queues** | Historia: Flutter app exploring historical events with Dart isolates for parallel processing | -| [BrainWaves](./BrainWaves) | **Pagination** | Backend pagination strategies: offset-based, cursor-based, and keyset pagination | -| [BugBusters](./BugBusters) | **WebSockets** | ChoufPrice-DZ: Real-time price reporting platform with WebSocket chat | -| [Build_X](./Build_X) | **Caching Algorithms** | Cauldron: Smart recipe app demonstrating LRU, LFU, and mobile caching strategies | -| [Builders](./Builders) | **WebRTC** | Real-time P2P communication platform with video/audio calls, chat, and screen sharing | -| [DataDome](./DataDome) | **API Integration** | SmartMeetOS: Automated meeting transcription and AI-powered insight extraction | -| [ForgeIT](./ForgeIT) | **ORM** | Hotel Management System with custom ORM built from scratch in TypeScript/Nest.js | -| [gitIgnore](./gitIgnore) | **Reverse Proxy** | World Clicker: Full-stack game demonstrating NGINX reverse proxy with real-world API aggregation | -| [STARKS](./STARKS) | **Background Jobs & Queues** | Email marketing platform with batch processing and worker-based job execution | - ---- - -## Judging Criteria - -| Criteria | Weight | -| -------------------------- | :----: | -| Documentation (README) | 20% | -| Implementation Quality | 40% | -| Presentation & Explanation | 30% | -| Creativity | 10% | - -**Key evaluation focus:** Deep understanding of the concept, clear explanations, correct architecture, and ability to answer _why_ questions. - ---- - -## Tournament Structure - -### Phase 1: Build Phase (Dec 23 - Dec 28) - -Teams researched, documented, and built their solutions. All repositories and presentation videos were submitted by the deadline. - -### Phase 2: Finals - -Judges reviewed submissions and selected the top teams based on quality. Selected teams presented live and answered deep technical questions to test their understanding. - -### Phase 3: Winners - -Top 3 teams were selected and the global winners were announced. - ---- - -## Technical Themes Covered - -The event covered a diverse range of technical concepts: - -- **Backend Architecture:** CQRS, ORM, Pagination, Background Jobs & Queues -- **Real-time Communication:** WebSockets, WebRTC -- **AI/ML:** RAG, LLM Fine-tuning -- **API Design:** GraphQL, API Fetching Patterns, API Integration -- **Performance:** Caching, Caching Algorithms -- **Infrastructure:** Reverse Proxy, Isolates & Async Queues -- **Data Collection:** Web Scraping & Aggregation - ---- - -## Event Philosophy - -> **Ebniha ida kont rajel** - -Build IT was designed to challenge participants beyond surface-level implementation: - -- Start with the **concept**, not the UI -- Draw diagrams early -- Ask mentors questions -- Explain things in your own words -- **Simplicity > Overengineering** - -Weak understanding results in low scores, no matter how fancy the UI. Every team member must understand the project deeply. - ---- - -## Organized By - -**Micro Club - IT Section** - -Build IT is part of Micro Club's commitment to fostering deep technical learning and practical skill development among students. - ---- - -_This folder contains all participating team projects as submodules. Navigate to each team's directory to explore their implementations, documentation, and code._ diff --git a/build-it/STARKS b/build-it/STARKS deleted file mode 160000 index e32e9e3..0000000 --- a/build-it/STARKS +++ /dev/null @@ -1 +0,0 @@ -Subproject commit e32e9e399cc115d592223ffc847eea93e92d4cf8 diff --git a/build-it/asten b/build-it/asten deleted file mode 160000 index 5181c2a..0000000 --- a/build-it/asten +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 5181c2a8ef28da8bcecbcc782844188de3b4cef8 diff --git a/build-it/gitIgnore b/build-it/gitIgnore deleted file mode 160000 index dfb54b1..0000000 --- a/build-it/gitIgnore +++ /dev/null @@ -1 +0,0 @@ -Subproject commit dfb54b199b18455baab21d71b5c61fa83ed2e20d diff --git a/devops b/devops deleted file mode 160000 index db5a32e..0000000 --- a/devops +++ /dev/null @@ -1 +0,0 @@ -Subproject commit db5a32ee6529fe7eb7d2c927c686d617305c6563 diff --git a/mobile/.gitkeep b/mobile/.gitkeep deleted file mode 100644 index e69de29..0000000 diff --git a/react_challenge_products_list/.gitignore b/react_challenge_products_list/.gitignore new file mode 100644 index 0000000..a547bf3 --- /dev/null +++ b/react_challenge_products_list/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/react_challenge_products_list/assets/mechanical_keyboard.jpg b/react_challenge_products_list/assets/mechanical_keyboard.jpg new file mode 100644 index 0000000..b0ba1b0 Binary files /dev/null and b/react_challenge_products_list/assets/mechanical_keyboard.jpg differ diff --git a/react_challenge_products_list/assets/wireless_mouse.jpg b/react_challenge_products_list/assets/wireless_mouse.jpg new file mode 100644 index 0000000..5ac993a Binary files /dev/null and b/react_challenge_products_list/assets/wireless_mouse.jpg differ diff --git a/react_challenge_products_list/eslint.config.js b/react_challenge_products_list/eslint.config.js new file mode 100644 index 0000000..4fa125d --- /dev/null +++ b/react_challenge_products_list/eslint.config.js @@ -0,0 +1,29 @@ +import js from '@eslint/js' +import globals from 'globals' +import reactHooks from 'eslint-plugin-react-hooks' +import reactRefresh from 'eslint-plugin-react-refresh' +import { defineConfig, globalIgnores } from 'eslint/config' + +export default defineConfig([ + globalIgnores(['dist']), + { + files: ['**/*.{js,jsx}'], + extends: [ + js.configs.recommended, + reactHooks.configs.flat.recommended, + reactRefresh.configs.vite, + ], + languageOptions: { + ecmaVersion: 2020, + globals: globals.browser, + parserOptions: { + ecmaVersion: 'latest', + ecmaFeatures: { jsx: true }, + sourceType: 'module', + }, + }, + rules: { + 'no-unused-vars': ['error', { varsIgnorePattern: '^[A-Z_]' }], + }, + }, +]) diff --git a/react_challenge_products_list/index.html b/react_challenge_products_list/index.html new file mode 100644 index 0000000..2cf39e0 --- /dev/null +++ b/react_challenge_products_list/index.html @@ -0,0 +1,12 @@ + + + + + + Rym's Mini E-Commerce website + + +
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"@vitejs/plugin-react": "^5.1.1", + "eslint": "^9.39.3", + "eslint-plugin-react-hooks": "^7.0.1", + "eslint-plugin-react-refresh": "^0.4.24", + "globals": "^16.5.0", + "vite": "^7.3.1" + } +} diff --git a/react_challenge_products_list/src/App.jsx b/react_challenge_products_list/src/App.jsx new file mode 100644 index 0000000..d28c92f --- /dev/null +++ b/react_challenge_products_list/src/App.jsx @@ -0,0 +1,37 @@ +import { useState } from 'react' +import { ProductsList } from './ProductsList' +import { productsData } from '/src/data.js' +import { Cart } from './Cart' +import "./styles/App.css" +function App() { + + // State containing the products that are currently in the cart + const [productsInCart, setProductsInCart] = useState([]); + + // Handler to add products to the cart + const addToCart = (product) => { + setProductsInCart([...productsInCart, product]) + } + + // Handler to remove products from the cart + const removeFromCart = (idToRemove) => { + setProductsInCart(productsInCart.filter(product => product.id !== idToRemove)); + } + + // The + return( +
+

Welcome to Rym's Mini E-com website!

+

We sell a collection of tech products. Hope you'll like them!

+
+ + +
+ +
+ + + ) +} + +export default App; diff --git a/react_challenge_products_list/src/Cart.jsx b/react_challenge_products_list/src/Cart.jsx new file mode 100644 index 0000000..7fb4ea5 --- /dev/null +++ b/react_challenge_products_list/src/Cart.jsx @@ -0,0 +1,18 @@ +import {CartItem} from "./CartItem.jsx" + +export function Cart({productsInCart, onRemoveFromCart}) { + return( +
+

Cart

+ {productsInCart.map((product,i) => ( + onRemoveFromCart(product.id)} + /> + ) + )} +
+ + ) +} \ No newline at end of file diff --git a/react_challenge_products_list/src/CartItem.jsx b/react_challenge_products_list/src/CartItem.jsx new file mode 100644 index 0000000..3797c18 --- /dev/null +++ b/react_challenge_products_list/src/CartItem.jsx @@ -0,0 +1,21 @@ + +function RemoveFromCart({onRemoveFromCart}) { + return ( + + ) +} +export function CartItem({id, title, price, image, quantity, onRemoveFromCart}) { + return( +
+ +

{title}

+ +

Quantity : {quantity}

+

Total Price : {price*quantity}$

+ + +
+ ) +} \ No newline at end of file diff --git a/react_challenge_products_list/src/Product.jsx b/react_challenge_products_list/src/Product.jsx new file mode 100644 index 0000000..2882540 --- /dev/null +++ b/react_challenge_products_list/src/Product.jsx @@ -0,0 +1,34 @@ +import { SelectStar } from "./Star"; + +function Stock({ stock }) { + return ( + stock > 5 ? +

In stock : {stock}

: + stock !== 0 ? +

Only {stock} remaining!

: +

Out of stock

+ ); +} + +function AddToCart({onAddToCart}) { + return( + + ) +} + +export function Product({id, title, price, stock, image, onAddToCart}) { + return( +
+ +

{title}

+ +

Price : {price}$

+ + + +
+ + ); +} \ No newline at end of file diff --git a/ai/.gitkeep b/react_challenge_products_list/src/ProductCard.jsx similarity index 100% rename from ai/.gitkeep rename to react_challenge_products_list/src/ProductCard.jsx diff --git a/react_challenge_products_list/src/ProductsList.jsx b/react_challenge_products_list/src/ProductsList.jsx new file mode 100644 index 0000000..74d4fcf --- /dev/null +++ b/react_challenge_products_list/src/ProductsList.jsx @@ -0,0 +1,13 @@ +import { Product } from "./Product" + +export function ProductsList({products, onAddToCart}) { + return( +
+

Available Products

+
+ {products.map((product, i) => onAddToCart(product)} {...product}>)} +
+
+ + ) + } \ No newline at end of file diff --git a/react_challenge_products_list/src/Star.jsx b/react_challenge_products_list/src/Star.jsx new file mode 100644 index 0000000..aebf480 --- /dev/null +++ b/react_challenge_products_list/src/Star.jsx @@ -0,0 +1,27 @@ +import { useState } from "react" +import {FaStar} from "react-icons/fa" + +const createArray = (length) => Array.from({ length }, (_, i) => i) + +function Star({selected = false, onSelect = f => f}) { + return( + + ) +} + +export function SelectStar({totalStars = 5}) { + const [selectedStars, setSelectedStars] = useState(3) + return ( +
+ {createArray(totalStars).map((_, i) => ( + setSelectedStars(i+1)} + /> + ))} +
+ ); +} + + diff --git a/react_challenge_products_list/src/data.js b/react_challenge_products_list/src/data.js new file mode 100644 index 0000000..86ac40a --- /dev/null +++ b/react_challenge_products_list/src/data.js @@ -0,0 +1,72 @@ +export const productsData = [ + { + id: "p1", + title: "Wireless Mouse", + price: 25.99, + image: null, + stock: 34 + }, + { + id: "p2", + title: "Mechanical Keyboard", + price: 89.5, + image: null, + stock: 18 + }, + { + id: "p3", + title: "Gaming Headset", + price: 59.99, + image: null, + stock: 25 + }, + { + id: "p4", + title: "27-inch Monitor", + price: 229.0, + image: null, + stock: 12 + }, + { + id: "p5", + title: "USB-C Hub", + price: 39.9, + image: null, + stock: 4 + }, + { + id: "p6", + title: "External SSD 1TB", + price: 129.99, + image: null, + stock: 20 + }, + { + id: "p7", + title: "Laptop Stand", + price: 32.75, + image: null, + stock: 3 + }, + { + id: "p8", + title: "Webcam 1080p", + price: 49.99, + image: null, + stock: 27 + }, + { + id: "p9", + title: "Bluetooth Speaker", + price: 74.95, + image: null, + stock: 0 + }, + { + id: "p10", + title: "Smartphone Tripod", + price: 19.99, + image: null, + stock: 60 + } +]; \ No newline at end of file diff --git a/react_challenge_products_list/src/main.jsx b/react_challenge_products_list/src/main.jsx new file mode 100644 index 0000000..3d9da8a --- /dev/null +++ b/react_challenge_products_list/src/main.jsx @@ -0,0 +1,9 @@ +import { StrictMode } from 'react' +import { createRoot } from 'react-dom/client' +import App from './App.jsx' + +createRoot(document.getElementById('root')).render( + + + , +) diff --git a/react_challenge_products_list/src/styles/App.css b/react_challenge_products_list/src/styles/App.css new file mode 100644 index 0000000..25ada06 --- /dev/null +++ b/react_challenge_products_list/src/styles/App.css @@ -0,0 +1,152 @@ +body { + font-family: 'Segoe UI', Arial, sans-serif; + background: #f6f8fa; + margin: 0; + padding: 0; +} + +h1 { + color: #2d3748; + margin-top: 24px; + text-align: center; +} + +p { + color: #4a5568; + text-align: center; +} + +.product-list { + display: grid; + grid-template-columns: repeat(3, 1fr); + gap: 24px; + justify-items: center; + margin: 32px 0; +} + +.product { + background: #fff; + border-radius: 8px; + box-shadow: 0 2px 8px rgba(0,0,0,0.07); + padding: 20px; + width: 240px; + text-align: center; + transition: box-shadow 0.2s; + /* Remove height: 100px; */ +} + +.product:hover { + box-shadow: 0 4px 16px rgba(0,0,0,0.12); +} + +.product-title { + font-size: 1.2em; + color: #2b6cb0; + margin-bottom: 8px; +} + +.product-price { + color: #38a169; + font-weight: bold; + margin-bottom: 8px; +} + +.product-stock-available { + color: #38a169; +} + +.product-stock-almost-out { + color: #d69e2e; +} + +.product-stock-out { + color: #e53e3e; +} + +.product img { + width: 60px; + height: 60px; + object-fit: cover; + border-radius: 4px; + margin-bottom: 12px; +} + +button { + background: #3182ce; + color: #fff; + border: none; + border-radius: 4px; + padding: 8px 16px; + margin-top: 10px; + cursor: pointer; + font-size: 1em; + transition: background 0.2s; +} + +button:hover { + background: #2b6cb0; +} + +.cart { + background: #fff; + border-radius: 8px; + box-shadow: 0 2px 8px rgba(0,0,0,0.07); + padding: 20px; + width: 340px; + margin: 32px auto; +} + +.cart h2 { + color: #2d3748; + margin-bottom: 16px; + text-align: center; +} + +.cart-item { + display: flex; + align-items: center; + gap: 16px; + border-bottom: 1px solid #e2e8f0; + padding: 12px 0; +} + +.cart-item:last-child { + border-bottom: none; +} + +.cart-item-title { + font-size: 1em; + color: #2b6cb0; +} + +.cart-item-quantity, +.cart-item--price { + color: #4a5568; + font-size: 0.95em; +} + +.cart-item-image { + border-radius: 4px; + width: 40px; + height: 40px; + object-fit: cover; +} + +.main-content { + display: flex; + justify-content: center; + align-items: flex-start; + gap: 40px; + margin-top: 32px; +} + +.product-list { + flex: 2; +} + +.cart { + flex: 1; + min-width: 320px; + max-width: 340px; + margin: 0; +} \ No newline at end of file diff --git a/react_challenge_products_list/vite.config.js b/react_challenge_products_list/vite.config.js new file mode 100644 index 0000000..8b0f57b --- /dev/null +++ b/react_challenge_products_list/vite.config.js @@ -0,0 +1,7 @@ +import { defineConfig } from 'vite' +import react from '@vitejs/plugin-react' + +// https://vite.dev/config/ +export default defineConfig({ + plugins: [react()], +}) diff --git a/security/.gitkeep b/security/.gitkeep deleted file mode 100644 index e69de29..0000000 diff --git a/web/.gitkeep b/web/.gitkeep deleted file mode 100644 index e69de29..0000000