Machine_Learning/AI_Language_Learning_Assistant/AI-Language-Learning-Assistant.ipynb

{
  "cells": [
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      "cell_type": "code",
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      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nzsvi_z__zl6",
        "outputId": "c86dbd53-c4b0-423d-b0c0-93c33e739123"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting SpeechRecognition\n",
            "  Downloading SpeechRecognition-3.10.4-py2.py3-none-any.whl.metadata (28 kB)\n",
            "Requirement already satisfied: requests>=2.26.0 in /usr/local/lib/python3.10/dist-packages (from SpeechRecognition) (2.32.3)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from SpeechRecognition) (4.12.2)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->SpeechRecognition) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->SpeechRecognition) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->SpeechRecognition) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->SpeechRecognition) (2024.7.4)\n",
            "Downloading SpeechRecognition-3.10.4-py2.py3-none-any.whl (32.8 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m32.8/32.8 MB\u001b[0m \u001b[31m49.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: SpeechRecognition\n",
            "Successfully installed SpeechRecognition-3.10.4\n"
          ]
        }
      ],
      "source": [
        "!pip install SpeechRecognition\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dwX6C9DQFBRs"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "aLj8l9WI_-vB"
      },
      "outputs": [],
      "source": [
        "import random\n",
        "import speech_recognition as sr"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "lzUjKQyaAAeN"
      },
      "outputs": [],
      "source": [
        "# Vocabulary dictionary containing common words and their definitions.\n",
        "vocabulary = {\n",
        "    'apple': 'a fruit',\n",
        "    'dog': 'an animal that barks',\n",
        "    'cat': 'a small domesticated carnivorous mammal',\n",
        "    'book': 'a written or printed work consisting of pages glued or sewn together along one side',\n",
        "    'sun': 'the star around which the earth orbits',\n",
        "    'moon': 'the natural satellite of the earth',\n",
        "    'tree': 'a woody perennial plant',\n",
        "    'ocean': 'a large body of salt water',\n",
        "    'computer': 'an electronic device for storing and processing data',\n",
        "    'music': 'vocal or instrumental sounds combined to produce beauty of form',\n",
        "    'happy': 'feeling or showing pleasure or contentment',\n",
        "    'sad': 'feeling or showing sorrow',\n",
        "    'water': 'a colorless, transparent, odorless liquid',\n",
        "    'sky': 'the region of the atmosphere above the earth',\n",
        "    'mountain': 'a large natural elevation of the earth\\'s surface',\n",
        "    'friend': 'a person whom one knows and with whom one has a bond of mutual affection',\n",
        "    'love': 'an intense feeling of deep affection',\n",
        "    'time': 'the indefinite continued progress of existence',\n",
        "    'work': 'activity involving mental or physical effort done to achieve a purpose',\n",
        "    'study': 'the devotion of time and attention to acquiring knowledge',\n",
        "    'write': 'mark (letters, words, or other symbols) on a surface',\n",
        "    'learn': 'gain or acquire knowledge of or skill in (something) by study, experience, or being taught',\n",
        "    'laugh': 'make the spontaneous sounds and movements of the face and body that are the instinctive expressions of lively amusement',\n",
        "    'run': 'move at a speed faster than a walk',\n",
        "    'eat': 'put (food) into the mouth and chew and swallow it',\n",
        "    'drink': 'take (a liquid) into the mouth and swallow',\n",
        "    'jump': 'push oneself off a surface and into the air by using the muscles in one\\'s legs and feet',\n",
        "    'sleep': 'be in a state of rest in which the eyes are closed',\n",
        "    'happy': 'feeling or showing pleasure or contentment',\n",
        "    'angry': 'having a strong feeling of or showing annoyance, displeasure, or hostility',\n",
        "    'beautiful': 'pleasing the senses or mind aesthetically',\n",
        "    'big': 'of considerable size or extent',\n",
        "    'small': 'of a size that is less than normal or usual',\n",
        "    'fast': 'moving or capable of moving at high speed',\n",
        "    'slow': 'moving or operating at a low speed',\n",
        "    'hot': 'having a high degree of heat or a high temperature',\n",
        "    'cold': 'of or at a low or relatively low temperature',\n",
        "    'old': 'having lived for a long time',\n",
        "    'new': 'produced, introduced, or discovered recently or now for the first time',\n",
        "    'happy': 'feeling or showing pleasure or contentment',\n",
        "    'sad': 'feeling or showing sorrow',\n",
        "    'flower': 'the seed-bearing part of a plant, consisting of reproductive organs',\n",
        "    'house': 'a building for human habitation',\n",
        "    'car': 'a road vehicle, typically with four wheels, powered by an internal combustion engine',\n",
        "    'bicycle': 'a vehicle with two wheels, powered by pedals',\n",
        "    'school': 'an institution for educating children',\n",
        "    'pen': 'a tool for writing or drawing with ink',\n",
        "    'pencil': 'a writing implement with a graphite or colored core',\n",
        "    'phone': 'a device used to communicate through sound or speech',\n",
        "    'television': 'a system for transmitting visual images and sound',\n",
        "    'watch': 'a small timepiece worn on the wrist',\n",
        "    'shoe': 'a covering for the foot',\n",
        "    'shirt': 'a garment worn on the upper part of the body',\n",
        "    'pants': 'an outer garment covering the body from the waist to the ankles',\n",
        "    'hat': 'a covering for the head',\n",
        "    'garden': 'a plot of ground where plants are cultivated',\n",
        "    'river': 'a large natural stream of water',\n",
        "    'lake': 'a large body of water surrounded by land',\n",
        "    'beach': 'a sandy or pebbly shore by the ocean',\n",
        "    'rain': 'water falling in drops from the atmosphere',\n",
        "    'snow': 'atmospheric water vapor frozen into ice crystals',\n",
        "    'cloud': 'a visible mass of condensed water vapor',\n",
        "    'bird': 'a warm-blooded vertebrate with feathers and beak',\n",
        "    'fish': 'a limbless cold-blooded vertebrate with gills',\n",
        "    'insect': 'a small arthropod with six legs and typically wings',\n",
        "    'computer': 'an electronic device for storing and processing data',\n",
        "    'table': 'a piece of furniture with a flat top and legs',\n",
        "    'chair': 'a separate seat for one person',\n",
        "    'lamp': 'a device for giving light',\n",
        "    'door': 'a hinged, sliding, or revolving barrier for closing an opening',\n",
        "    'window': 'an opening in a wall to let in light and air',\n",
        "    'wall': 'a continuous vertical brick or stone structure',\n",
        "    'bookcase': 'a piece of furniture with shelves for books',\n",
        "    'clock': 'a timepiece that shows the time',\n",
        "    'guitar': 'a musical instrument with strings',\n",
        "    'piano': 'a large musical instrument with a keyboard',\n",
        "    'singer': 'a person who sings',\n",
        "    'artist': 'a person who creates visual or performing arts',\n",
        "    'chef': 'a professional cook',\n",
        "    'doctor': 'a person trained in medicine',\n",
        "    'firefighter': 'a person who extinguishes fires',\n",
        "    'pilot': 'a person who operates an aircraft',\n",
        "    'teacher': 'a person who educates others',\n",
        "    'actor': 'a person who performs in plays or movies',\n",
        "    'dentist': 'a person who treats teeth and oral health',\n",
        "    'engineer': 'a person who designs and builds machines or structures',\n",
        "    'waiter': 'a person who serves food in a restaurant',\n",
        "    'police': 'a civil force responsible for maintaining law and order',\n",
        "    'nurse': 'a person trained to care for the sick or infirm',\n",
        "    'writer': 'a person who writes books, stories, or articles',\n",
        "    'scientist': 'a person who conducts scientific research',\n",
        "    'musician': 'a person who plays a musical instrument',\n",
        "    'photographer': 'a person who takes photographs',\n",
        "    'baker': 'a person who bakes bread and cakes',\n",
        "    'painter': 'a person who creates paintings',\n",
        "    'dancer': 'a person who performs dance',\n",
        "    'engineer': 'a person who designs and builds machines or structures',\n",
        "    'architect': 'a person who designs buildings and structures',\n",
        "    'astronaut': 'a person trained for space travel',\n",
        "    'athlete': 'a person proficient in sports and other physical exercises',\n",
        "    'biologist': 'a person who studies living organisms',\n",
        "    'economist': 'a person who studies economic systems',\n",
        "    'geologist': 'a person who studies the earth and its history',\n",
        "    'historian': 'a person who studies and writes about the past',\n",
        "    'journalist': 'a person who reports news and events',\n",
        "    'lawyer': 'a person who practices law and represents clients',\n",
        "    'mathematician': 'a person who studies mathematics',\n",
        "    'physicist': 'a person who studies the fundamental nature of the universe',\n",
        "    'psychologist': 'a person who studies the mind and behavior',\n",
        "    'sociologist': 'a person who studies society and social behavior',\n",
        "}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "leplCwghAFwn"
      },
      "outputs": [],
      "source": [
        "# Grammar exercise containing sentences with fill in the blank format.\n",
        "grammar_exercise = [\n",
        "    {\n",
        "        'question': 'He ___ to the store every day.',\n",
        "        'answer': 'goes'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ in the park yesterday.',\n",
        "        'answer': 'played'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ a song beautifully.',\n",
        "        'answer': 'sings'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ my homework yesterday.',\n",
        "        'answer': 'did'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ lunch at noon.',\n",
        "        'answer': 'have'\n",
        "    },\n",
        "    {\n",
        "        'question': 'It ___ raining outside.',\n",
        "        'answer': 'is'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ going to the party.',\n",
        "        'answer': 'are'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ reading a book.',\n",
        "        'answer': 'is'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ her friend tomorrow.',\n",
        "        'answer': 'will see'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ to the beach last summer.',\n",
        "        'answer': 'went'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The birds ___ in the sky.',\n",
        "        'answer': 'fly'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The sun ___ in the east.',\n",
        "        'answer': 'rises'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ English for two years.',\n",
        "        'answer': 'have been studying'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ his bike last week.',\n",
        "        'answer': 'fixed'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ breakfast at 8 AM.',\n",
        "        'answer': 'eats'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a movie tonight.',\n",
        "        'answer': 'will watch'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The baby ___ asleep.',\n",
        "        'answer': 'is'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ the test yesterday.',\n",
        "        'answer': 'passed'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ to the radio every morning.',\n",
        "        'answer': 'listen'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ a letter to his friend.',\n",
        "        'answer': 'wrote'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ a picture of the sunset.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ the cookies yesterday.',\n",
        "        'answer': 'ate'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ in this city for five years.',\n",
        "        'answer': 'have lived'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ late for school yesterday.',\n",
        "        'answer': 'was'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ at the party tonight.',\n",
        "        'answer': 'will dance'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ a new car next week.',\n",
        "        'answer': 'are buying'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The sun ___ in the west.',\n",
        "        'answer': 'sets'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ my keys yesterday.',\n",
        "        'answer': 'lost'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ his grandmother every Sunday.',\n",
        "        'answer': 'visits'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ her hair last month.',\n",
        "        'answer': 'cut'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a good time at the party.',\n",
        "        'answer': 'had'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ the book last night.',\n",
        "        'answer': 'read'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ a lot of pictures on our vacation.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ a cup of coffee every morning.',\n",
        "        'answer': 'drinks'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ for her friend at the airport.',\n",
        "        'answer': 'is waiting'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a pizza for dinner tonight.',\n",
        "        'answer': 'will order'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ with my friends last weekend.',\n",
        "        'answer': 'played'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ the movie last night.',\n",
        "        'answer': 'watched'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ in the garden every day.',\n",
        "        'answer': 'works'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ her sister this evening.',\n",
        "        'answer': 'will meet'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ to the mountains last summer.',\n",
        "        'answer': 'went'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ Spanish at school.',\n",
        "        'answer': 'study'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ his bike to work.',\n",
        "        'answer': 'rides'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ breakfast at 7 AM.',\n",
        "        'answer': 'eats'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a movie last night.',\n",
        "        'answer': 'watched'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The baby ___ up from a nap.',\n",
        "        'answer': 'woke'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ the test two days ago.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ to music every day.',\n",
        "        'answer': 'listen'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ a letter to his friend last week.',\n",
        "        'answer': 'wrote'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ a picture of the sunrise.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ the cookies yesterday.',\n",
        "        'answer': 'ate'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ in this city since 2010.',\n",
        "        'answer': 'have lived'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ late for school yesterday.',\n",
        "        'answer': 'was'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ at the party tomorrow.',\n",
        "        'answer': 'will dance'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ a new car next month.',\n",
        "        'answer': 'are buying'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The sun ___ in the east.',\n",
        "        'answer': 'rises'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ my keys yesterday morning.',\n",
        "        'answer': 'lost'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ his grandmother every week.',\n",
        "        'answer': 'visits'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ her hair last week.',\n",
        "        'answer': 'cut'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a good time at the party.',\n",
        "        'answer': 'had'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ the book yesterday evening.',\n",
        "        'answer': 'read'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ a lot of pictures on our vacation.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ a cup of coffee every morning.',\n",
        "        'answer': 'drinks'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ for her friend at the airport.',\n",
        "        'answer': 'is waiting'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a pizza for dinner tonight.',\n",
        "        'answer': 'will order'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ with my friends last Saturday.',\n",
        "        'answer': 'played'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ the movie last night.',\n",
        "        'answer': 'watched'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ in the garden every day.',\n",
        "        'answer': 'works'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ her sister this evening.',\n",
        "        'answer': 'will meet'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ to the mountains last summer.',\n",
        "        'answer': 'went'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ Spanish at school.',\n",
        "        'answer': 'study'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ his bike to work every day.',\n",
        "        'answer': 'rides'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ breakfast at 7 AM.',\n",
        "        'answer': 'eats'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a movie last night.',\n",
        "        'answer': 'watched'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The baby ___ up from a nap.',\n",
        "        'answer': 'woke'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ the test two days ago.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ to music every day.',\n",
        "        'answer': 'listen'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ a letter to his friend last week.',\n",
        "        'answer': 'wrote'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ a picture of the sunrise.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ the cookies yesterday.',\n",
        "        'answer': 'ate'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ in this city since 2010.',\n",
        "        'answer': 'have lived'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ late for school yesterday.',\n",
        "        'answer': 'was'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ at the party tomorrow.',\n",
        "        'answer': 'will dance'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ a new car next month.',\n",
        "        'answer': 'are buying'\n",
        "    },\n",
        "    {\n",
        "        'question': 'The sun ___ in the east.',\n",
        "        'answer': 'rises'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ my keys yesterday morning.',\n",
        "        'answer': 'lost'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ his grandmother every week.',\n",
        "        'answer': 'visits'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ her hair last week.',\n",
        "        'answer': 'cut'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a good time at the party.',\n",
        "        'answer': 'had'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ the book yesterday evening.',\n",
        "        'answer': 'read'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ a lot of pictures on our vacation.',\n",
        "        'answer': 'took'\n",
        "    },\n",
        "    {\n",
        "        'question': 'He ___ a cup of coffee every morning.',\n",
        "        'answer': 'drinks'\n",
        "    },\n",
        "    {\n",
        "        'question': 'She ___ for her friend at the airport.',\n",
        "        'answer': 'is waiting'\n",
        "    },\n",
        "    {\n",
        "        'question': 'They ___ a pizza for dinner tonight.',\n",
        "        'answer': 'will order'\n",
        "    },\n",
        "    {\n",
        "        'question': 'I ___ with my friends last Saturday.',\n",
        "        'answer': 'played'\n",
        "    },\n",
        "    {\n",
        "        'question': 'We ___ the movie last night.',\n",
        "        'answer': 'watched'\n",
        "    },\n",
        "]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "ZoIB9EK1AJiK"
      },
      "outputs": [],
      "source": [
        "# Conversation containing common questions and answers\n",
        "conversations = [\n",
        "    {\n",
        "        'question': 'What is your favorite color?',\n",
        "        'answer': 'My favorite color is blue.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'Do you enjoy learning new things?',\n",
        "        'answer': 'Yes, I love learning new things and expanding my knowledge.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What languages can you speak?',\n",
        "        'answer': 'I can speak English and Spanish fluently.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'Tell me a fun fact!',\n",
        "        'answer': 'Sure! Did you know that honey never spoils? Archaeologists have found pots of honey in ancient Egyptian tombs that are over 3,000 years old and still perfectly edible!'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What do you like to do in your free time?',\n",
        "        'answer': 'In my free time, I enjoy reading books and going for long walks.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What\\'s your favorite book or movie?',\n",
        "        'answer': 'I really love the book \"To Kill a Mockingbird\" by Harper Lee.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'How do you stay motivated?',\n",
        "        'answer': 'I stay motivated by setting goals and staying focused on achieving them.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What are your goals for the future?',\n",
        "        'answer': 'My goals include traveling to different countries and learning new languages.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What\\'s the most interesting language fact you know?',\n",
        "        'answer': 'One fascinating fact is that the Inuit language has over 50 different words for \"snow\"!'\n",
        "    },\n",
        "    {\n",
        "        'question': 'Tell me about an inspiring language learner!',\n",
        "        'answer': 'Sure! There is a polyglot named Ziad Fazah who holds the Guinness World Record for speaking the most languages. He can speak 59 languages fluently!'\n",
        "    },\n",
        "    {\n",
        "        'question': 'How do you deal with language learning challenges?',\n",
        "        'answer': 'I overcome language learning challenges by practicing regularly and seeking help from language exchange partners.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What advice would you give to new language learners?',\n",
        "        'answer': 'My advice is to be patient with yourself, practice consistently, and immerse yourself in the language as much as possible.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What\\'s the best way to learn vocabulary?',\n",
        "        'answer': 'Learning vocabulary through context and using flashcards or mnemonic techniques can be very effective.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'Can you recommend any language learning resources?',\n",
        "        'answer': 'Certainly! There are many great language learning apps and websites like Duolingo, Memrise, and FluentU.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What are the benefits of being multilingual?',\n",
        "        'answer': 'Being multilingual opens up opportunities for better communication, cultural understanding, and career prospects.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'How can I improve my pronunciation?',\n",
        "        'answer': 'Practicing with native speakers, listening to authentic materials, and using pronunciation apps can be helpful.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What\\'s the most challenging language to learn?',\n",
        "        'answer': 'The difficulty of learning a language varies for each individual, but some consider languages with complex grammar and writing systems, like Mandarin Chinese or Arabic, to be challenging.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'How do you celebrate language learning milestones?',\n",
        "        'answer': 'I celebrate language learning milestones by treating myself to a nice meal or doing something I enjoy.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What are some common language learning myths?',\n",
        "        'answer': 'One common myth is that you need to be naturally talented to learn a language. In reality, dedication and practice are more important.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What languages are you currently learning?',\n",
        "        'answer': 'Currently, I am focusing on improving my French and learning German.'\n",
        "    },\n",
        "    {\n",
        "        'question': 'What language learning techniques do you use?',\n",
        "        'answer': 'I use various techniques, including spaced repetition, interactive quizzes, and language immersion.'\n",
        "    },\n",
        "]\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "QXQng37SAL-S"
      },
      "outputs": [],
      "source": [
        "#\n",
        "def vocabulary_quiz():\n",
        "    # Introduction to the quiz.\n",
        "    print(\"AI Language Learning Assistant: Vocabulary Quiz\")\n",
        "    \n",
        "    # Initialize the user's score to zero.\n",
        "    score = 0\n",
        "    \n",
        "    # Create a list of words to quiz the user on, using the keys from the vocabulary dictionary.\n",
        "    quiz_items = list(vocabulary.keys())\n",
        "    \n",
        "    # Shuffle the list of words to randomize the order of the questions.\n",
        "    random.shuffle(quiz_items)\n",
        "\n",
        "    # Loop through each word in the shuffled list.\n",
        "    for word in quiz_items:\n",
        "        # Prompt the user to provide a definition for the given word.\n",
        "        user_answer = input(f\"What does '{word}' mean? \")\n",
        "        \n",
        "        # Check if the user's answer matches the definition in the vocabulary dictionary.\n",
        "        if user_answer.strip().lower() == vocabulary[word].lower():\n",
        "            print(\"Correct!\")  # If the answer is correct, acknowledge it.\n",
        "            score += 1  # Increase the score by 1.\n",
        "        else:\n",
        "            # If the answer is incorrect, provide the correct definition.\n",
        "            print(f\"Wrong. The correct answer is: {vocabulary[word]}\")\n",
        "\n",
        "    # Display the user's final score at the end of the quiz.\n",
        "    print(f\"Quiz completed! Your score: {score}/{len(vocabulary)}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CjSExrPyAQe3"
      },
      "outputs": [],
      "source": [
        "def grammar_exercise_quiz():\n",
        "    # Introduction to the grammar exercise.\n",
        "    print(\"AI Language Learning Assistant: Grammar Exercise\")\n",
        "    \n",
        "    # Initialize the user's score to zero.\n",
        "    score = 0\n",
        "\n",
        "    # Loop through each grammar exercise item in the grammar_exercise list.\n",
        "    for item in grammar_exercise:\n",
        "        # Prompt the user to answer the grammar question.\n",
        "        user_answer = input(item['question'] + \" \")\n",
        "        \n",
        "        # Check if the user's answer matches the correct answer in the grammar_exercise item.\n",
        "        if user_answer.strip().lower() == item['answer'].lower():\n",
        "            print(\"Correct!\")  # If the answer is correct, acknowledge it.\n",
        "            score += 1  # Increase the score by 1.\n",
        "        else:\n",
        "            # If the answer is incorrect, provide the correct answer.\n",
        "            print(f\"Wrong. The correct answer is: {item['answer']}\")\n",
        "\n",
        "    # Display the user's final score at the end of the grammar exercise.\n",
        "    print(f\"Grammar exercise completed! Your score: {score}/{len(grammar_exercise)}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "yM93JO09AR9I"
      },
      "outputs": [],
      "source": [
        "def interactive_conversation_practice():\n",
        "    # Introduction to the interactive conversation practice.\n",
        "    print(\"AI Language Learning Assistant: Interactive Conversation Practice\")\n",
        "    \n",
        "    # Instructions for the user to exit the conversation.\n",
        "    print(\"Type 'exit' to end the conversation.\")\n",
        "\n",
        "    # Start an infinite loop to allow continuous conversation until the user exits.\n",
        "    while True:\n",
        "        # Randomly select a conversation prompt from the 'conversations' list.\n",
        "        conversation = random.choice(conversations)\n",
        "        \n",
        "        # Display the chatbot's question and prompt the user for input.\n",
        "        user_input = input(\"ChatBot: \" + conversation['question'] + \" \")\n",
        "        \n",
        "        # Check if the user wants to exit the conversation.\n",
        "        if user_input.lower() == 'exit':\n",
        "            break  # Exit the loop if the user types 'exit'.\n",
        "        \n",
        "        # Display the chatbot's response based on the selected conversation prompt.\n",
        "        print(\"ChatBot:\", conversation['answer'])\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "nhguaeyLAUAo",
        "outputId": "b650ba83-b0ea-466c-d5b7-0d1403db49a7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Language Learning Assistant: Vocabulary Quiz\n",
            "What does 'mathematician' mean? v\n",
            "Wrong. The correct answer is: a person who studies mathematics\n",
            "What does 'apple' mean? v\n",
            "Wrong. The correct answer is: a fruit\n",
            "What does 'piano' mean? s\n",
            "Wrong. The correct answer is: a large musical instrument with a keyboard\n",
            "What does 'run' mean? s\n",
            "Wrong. The correct answer is: move at a speed faster than a walk\n",
            "What does 'phone' mean? s\n",
            "What does 'window' mean? s\n",
            "Wrong. The correct answer is: a device used to communicate through sound or speech\n",
            "Wrong. The correct answer is: an opening in a wall to let in light and air\n",
            "What does 'bicycle' mean? a\n",
            "Wrong. The correct answer is: a vehicle with two wheels, powered by pedals\n",
            "What does 'architect' mean? e\n",
            "Wrong. The correct answer is: a person who designs buildings and structures\n",
            "What does 'wall' mean? e\n",
            "Wrong. The correct answer is: a continuous vertical brick or stone structure\n",
            "What does 'clock' mean? e\n",
            "Wrong. The correct answer is: a timepiece that shows the time\n",
            "What does 'astronaut' mean? e\n",
            "Wrong. The correct answer is: a person trained for space travel\n",
            "What does 'book' mean? e\n",
            "Wrong. The correct answer is: a written or printed work consisting of pages glued or sewn together along one side\n",
            "What does 'nurse' mean? q\n",
            "Wrong. The correct answer is: a person trained to care for the sick or infirm\n",
            "What does 'hat' mean? q\n",
            "Wrong. The correct answer is: a covering for the head\n",
            "What does 'shoe' mean? e\n",
            "Wrong. The correct answer is: a covering for the foot\n",
            "What does 'doctor' mean? q\n",
            "Wrong. The correct answer is: a person trained in medicine\n",
            "What does 'mountain' mean? e\n",
            "Wrong. The correct answer is: a large natural elevation of the earth's surface\n",
            "What does 'house' mean? q\n",
            "Wrong. The correct answer is: a building for human habitation\n"
          ]
        },
        {
          "ename": "KeyboardInterrupt",
          "evalue": "Interrupted by user",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-12-f02a5fe362de>\u001b[0m in \u001b[0;36m<cell line: 26>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     24\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Sorry, there was an error processing the audio. Please try again.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m \u001b[0mvocabulary_quiz\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     27\u001b[0m \u001b[0mgrammar_exercise_quiz\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     28\u001b[0m \u001b[0minteractive_conversation_practice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m<ipython-input-9-a8d8171a173e>\u001b[0m in \u001b[0;36mvocabulary_quiz\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mquiz_items\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m         \u001b[0muser_answer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"What does '{word}' mean? \"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0muser_answer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mvocabulary\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mword\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Correct!\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py\u001b[0m in \u001b[0;36mraw_input\u001b[0;34m(self, prompt)\u001b[0m\n\u001b[1;32m    849\u001b[0m                 \u001b[0;34m\"raw_input was called, but this frontend does not support input requests.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    850\u001b[0m             )\n\u001b[0;32m--> 851\u001b[0;31m         return self._input_request(str(prompt),\n\u001b[0m\u001b[1;32m    852\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_ident\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    853\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent_header\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py\u001b[0m in \u001b[0;36m_input_request\u001b[0;34m(self, prompt, ident, parent, password)\u001b[0m\n\u001b[1;32m    893\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyboardInterrupt\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    894\u001b[0m                 \u001b[0;31m# re-raise KeyboardInterrupt, to truncate traceback\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 895\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mKeyboardInterrupt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Interrupted by user\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    896\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    897\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid Message:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexc_info\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: Interrupted by user"
          ]
        }
      ],
      "source": [
        "def detect_pronunciation_errors():\n",
        "    # Introduction to the pronunciation errors detection feature.\n",
        "    print(\"AI Language Learning Assistant: Pronunciation Errors Detection\")\n",
        "\n",
        "    # Initialize the speech recognizer.\n",
        "    recognizer = sr.Recognizer()\n",
        "    \n",
        "    # Use the microphone to capture audio input from the user.\n",
        "    with sr.Microphone() as source:\n",
        "        print(\"Speak a sentence for pronunciation evaluation:\")\n",
        "        \n",
        "        # Adjust for any ambient noise to improve recognition accuracy.\n",
        "        recognizer.adjust_for_ambient_noise(source)\n",
        "        \n",
        "        # Listen to the audio input from the user.\n",
        "        audio = recognizer.listen(source)\n",
        "\n",
        "    try:\n",
        "        # Attempt to recognize the speech using Google's speech recognition service.\n",
        "        user_sentence = recognizer.recognize_google(audio)\n",
        "\n",
        "        # Compare the recognized sentence with a pre-defined correct sentence to detect pronunciation errors.\n",
        "        # For simplicity, we're using a fixed correct sentence.\n",
        "        correct_sentence = \"I love learning languages.\"\n",
        "        \n",
        "        # Check if the user's sentence matches the correct sentence.\n",
        "        if user_sentence.strip().lower() == correct_sentence.lower():\n",
        "            print(\"Your pronunciation is great!\")  # Inform the user if pronunciation is correct.\n",
        "        else:\n",
        "            print(\"There might be some pronunciation errors. Keep practicing!\")  # Encourage more practice if errors are detected.\n",
        "    \n",
        "    # Handle cases where the speech was not understood by the recognizer.\n",
        "    except sr.UnknownValueError:\n",
        "        print(\"Sorry, I couldn't understand what you said.\")\n",
        "    \n",
        "    # Handle cases where there was an error in processing the audio input.\n",
        "    except sr.RequestError:\n",
        "        print(\"Sorry, there was an error processing the audio. Please try again.\")\n",
        "\n",
        "# Calling the vocabulary quiz function to test vocabulary knowledge.\n",
        "vocabulary_quiz()\n",
        "\n",
        "# Calling the grammar exercise quiz function to practice grammar.\n",
        "grammar_exercise_quiz()\n",
        "\n",
        "# Calling the interactive conversation practice function for conversation practice.\n",
        "interactive_conversation_practice()\n",
        "\n",
        "# Calling the pronunciation errors detection function to evaluate pronunciation.\n",
        "detect_pronunciation_errors()\n"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}