User: 
    Based on the following resume text, identify the candidate's key technical skills. For each key skill, generate 3 multiple-choice questions (MCQs) that test the candidate's knowledge about that skill. Each question must have one correct answer and three plausible incorrect options.

    **IMPORTANT:** Output ONLY valid JSON (no explanations, no markdown) in the exact format below.

    Example format:
    [
      {
        "skill": "Python",
        "questions": [
          {
             "question": "What does the 'len' function do in Python?",
             "options": {
                 "a": "Returns the number of items in an object",
                 "b": "Calculates the length of a string in bytes",
                 "c": "Deletes an object",
                 "d": "None of the above"
             },
             "correct": "a"
          },
          ... (2 more questions)
        ]
      },
      ... (other skills)
    ]

    Resume Text:
    HARSHINI S
/envel⌢<PRESIDIO_ANONYMIZED_EMAIL_ADDRESS> ♂phone-alt7411194703 /linkedin-inHarshini S
Education
CMR Institute of Technology
B.E in Artificial Intelligence and Machine LearningDecember 2021 – Present
◦GPA: 8.98
◦Coursework: Data Structures and Algorithms, SQL, Machine Learning, Data Science
Experience
AI Intern
Harman InternationalBangalore, India
Sept 2024 – present
◦Developing an AI-powered language translator to translate the intended message rather than word-for-word
translation, enhancing translation accuracy using machine learning transformer.
◦Translating text present in multiple forms like simple text, PDFs, image and tables.
◦Technology used: Python, Pytorch, Transformers, NLTK.
Software Engineering Intern
IDEAGENSYS pvt. ltd.Bangalore, India
Oct 2023 – Dec 2023
◦Developed a career portal for the company’s website
◦Tested available open source instant food delivery services using android studio
◦Technology used: PHP,MSQL,HTML,CSS,REST API
Projects
Multi-Modal Deepfake Detection: Analyzing Images, Audio, and Video harshini0208/DFDetect /external-link-alt
◦Built a user-friendly app for real-time media deepfake predictions.
◦Implemented CNN for image classification (91% accuracy), MFCC with Keras for audio deepfake detection
(91% accuracy), and InceptionV3 for video deepfake detection using facial frame analysis (85% accuracy).
◦Tools Used: Python, Pytorch, Tensorflow, streamlit
Sentiment Analysis of Tweets
◦To characterize tweets as positive, negative or neutral and plot a graph of its distribution with an accuracy
of 86%
◦Tools used: Python, matplotlib, pandas, numpy, NLTK, word cloud
Library Management system
◦Implemented a system to manage book inventory and borrower details.
◦Tools Used: JAVA
Technologies
Languages: Python, SQL, Java, PHP
Technologies: Software IDE: VScode, Jupyter Notebook, Tableau, PHPMyAdmin, MySQL workbench
Key Leadership Contributions
Student placement coordinator: Organize and manage student placement activities by facilitating employer
connections, collecting data, and coordinating events to ensure successful job placements.
Class Representative: Served as class representative from 1st to 5th semester, acting as a liaison between the
class and faculty while addressing classmates’ needs and concerns.
Page 1 of 1
    
User: 
    Based on the following resume text, identify the candidate's key technical skills. For each key skill, generate 3 multiple-choice questions (MCQs) that test the candidate's knowledge about that skill. Each question must have one correct answer and three plausible incorrect options.

    **IMPORTANT:** Output ONLY valid JSON (no explanations, no markdown) in the exact format below.

    Example format:
    [
      {
        "skill": "Python",
        "questions": [
          {
             "question": "What does the 'len' function do in Python?",
             "options": {
                 "a": "Returns the number of items in an object",
                 "b": "Calculates the length of a string in bytes",
                 "c": "Deletes an object",
                 "d": "None of the above"
             },
             "correct": "a"
          },
          ... (2 more questions)
        ]
      },
      ... (other skills)
    ]

    Resume Text:
    HARSHINI S
/envel⌢<PRESIDIO_ANONYMIZED_EMAIL_ADDRESS> ♂phone-alt7411194703 /linkedin-inHarshini S
Education
CMR Institute of Technology
B.E in Artificial Intelligence and Machine LearningDecember 2021 – Present
◦GPA: 8.98
◦Coursework: Data Structures and Algorithms, SQL, Machine Learning, Data Science
Experience
AI Intern
Harman InternationalBangalore, India
Sept 2024 – present
◦Developing an AI-powered language translator to translate the intended message rather than word-for-word
translation, enhancing translation accuracy using machine learning transformer.
◦Translating text present in multiple forms like simple text, PDFs, image and tables.
◦Technology used: Python, Pytorch, Transformers, NLTK.
Software Engineering Intern
IDEAGENSYS pvt. ltd.Bangalore, India
Oct 2023 – Dec 2023
◦Developed a career portal for the company’s website
◦Tested available open source instant food delivery services using android studio
◦Technology used: PHP,MSQL,HTML,CSS,REST API
Projects
Multi-Modal Deepfake Detection: Analyzing Images, Audio, and Video harshini0208/DFDetect /external-link-alt
◦Built a user-friendly app for real-time media deepfake predictions.
◦Implemented CNN for image classification (91% accuracy), MFCC with Keras for audio deepfake detection
(91% accuracy), and InceptionV3 for video deepfake detection using facial frame analysis (85% accuracy).
◦Tools Used: Python, Pytorch, Tensorflow, streamlit
Sentiment Analysis of Tweets
◦To characterize tweets as positive, negative or neutral and plot a graph of its distribution with an accuracy
of 86%
◦Tools used: Python, matplotlib, pandas, numpy, NLTK, word cloud
Library Management system
◦Implemented a system to manage book inventory and borrower details.
◦Tools Used: JAVA
Technologies
Languages: Python, SQL, Java, PHP
Technologies: Software IDE: VScode, Jupyter Notebook, Tableau, PHPMyAdmin, MySQL workbench
Key Leadership Contributions
Student placement coordinator: Organize and manage student placement activities by facilitating employer
connections, collecting data, and coordinating events to ensure successful job placements.
Class Representative: Served as class representative from 1st to 5th semester, acting as a liaison between the
class and faculty while addressing classmates’ needs and concerns.
Page 1 of 1
    
Assistant: