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We are developing a proctoring application that conducts AI-driven interviews and tests to evaluate candidates' skills and suitability. To ensure the integrity of these assessments, we seek to outsource the development of an AI proctoring system that can effectively monitor candidates via their webcam to detect potential cheating activities in real-time. ~Project Requirements~ Tech Stack :- ### **Backend** - Python and FastAPI ### **AI & Machine Learning** - OpenCV - TensorFlow or PyTorch - MediaPipe ### **Real-Time Data Processing** - WebSockets (FastAPI's native WebSocket support) - Kafka or RabbitMQ ### **Database** (Optional) - PostgreSQL - Redis ### **DevOps & Deployment** - Docker - Kubernetes - GitHub Actions or GitLab CI/CD ### **AI Model Deployment** - TensorFlow Serving or TorchServe - **Behavioral Analysis:** - **Eye Movement Tracking:** Monitor and analyze eye movements to identify patterns such as excessive glancing away from the screen, which may indicate looking for external resources. - **Head and Body Orientation:** Detect if the candidate is frequently turning their head or body, suggesting the presence of unauthorized materials or assistance. - **Facial Expression Monitoring:** Assess changes in facial expressions that could signify stress or attempts to conceal cheating behaviors. - **Device Detection:** - **Phone and Gadget Identification:** Recognize the presence and usage of phones or other electronic devices within the candidate's workspace during the assessment. - **Multiple Person Detection:** - **Presence of Others:** Identify if there are additional individuals in the room who might be providing answers or assistance to the candidate. - **Environment Analysis:** - **Background Monitoring:** Analyze the surrounding environment for any signs of prohibited materials or distractions that could facilitate cheating. - **Real-Time Alerts and Reporting:** - **Instant Notifications:** Implement a system to send real-time alerts to administrators if suspicious activities are detected. - **Comprehensive Reports:** Generate detailed reports outlining detected behaviors and potential violations for further review. - **Privacy and Compliance:** - **Data Protection:** Ensure that the proctoring system adheres to all relevant data privacy laws and regulations, safeguarding candidates' personal information. - **User Consent:** Integrate clear consent mechanisms for candidates to authorize webcam monitoring during assessments. **Desired Expertise:** - **Computer Vision and Machine Learning:** Proven experience in developing systems that utilize computer vision and machine learning for real-time video analysis and behavioral detection. - **Real-Time Data Processing:** Ability to handle and process video data efficiently to provide immediate feedback and alerts. - **Integration Skills:** Experience in integrating AI solutions with existing web or mobile platforms seamlessly. - **Privacy Compliance Knowledge:** Familiarity with data protection regulations to ensure the proctoring system maintains user privacy and complies with legal standards. **Deliverables:** 1. **AI Proctoring Module:** A fully functional AI-driven proctoring system integrated into our assessment platform. 2. **Documentation:** Comprehensive documentation detailing system architecture, installation procedures, usage guidelines, and maintenance protocols. 3. **Testing and Validation:** Rigorous testing to validate the accuracy and reliability of the cheating detection mechanisms. 4. **Support and Training:** Provision of support during the integration phase and training materials for ongoing system management. **Additional Information:** - **Scalability:** The solution should be scalable to handle a large number of concurrent assessments without compromising performance. - **Customization:** Ability to customize detection parameters based on different assessment types or specific client requirements. - **User Experience:** Ensure that the proctoring system operates unobtrusively to minimize discomfort or distraction for candidates during assessments. We are committed to creating a secure and fair assessment environment and believe that leveraging advanced AI proctoring technology is pivotal to achieving this goal.
Project ID: 38861775
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Active 1 yr ago
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25 freelancers are bidding on average ₹80,230 INR for this job

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
₹90,250 INR in 12 days
6.5
6.5

Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, HTML5, CSS3, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for solve your project. I have many experience practical and theoretical in implementation different algorithms (such as: state estimation and Kalman filter, design controller, analysis closed loop stability, signal and systems, signal processing, heuristic optimization, fuzzy logic, neural network and machine/deep learning fields). Evidence of this claim exist in the portfolio. I have read your project description and I can help you (without any plagiarism). Please send me the details of your project. Thanks for attention 100% Jobs Completed, 100% On Budget, 100% On Time ⭐⭐⭐⭐⭐ 5-star reviews
₹75,000 INR in 7 days
6.1
6.1

Hello, I have extensive experience in AI, computer vision, and machine learning, including real-time video analysis. At IBM, I worked on similar projects using OpenCV, TensorFlow, and PyTorch for behavioral analysis and object detection. I’m skilled at integrating AI solutions into platforms and ensuring seamless real-time processing with technologies like FastAPI, WebSockets, and Kafka. For this project, I can implement the required features such as eye movement tracking, head orientation detection, and facial expression monitoring. I’ve also worked on data privacy compliance and can ensure the system adheres to relevant regulations. My expertise in deploying models with TensorFlow Serving or TorchServe ensures scalability and reliable performance.
₹56,250 INR in 7 days
5.8
5.8

Greetings, I have read the project description I have been working on a similar project in recent time "FastAPi backend, Opencv , MediaPipe, ML " I am interested in the work open a chat to discuss requirements in details.
₹500,000 INR in 60 days
5.5
5.5

With my background in web application development and data science, I have the technical acumen and practical experience necessary to develop your AI-powered proctoring system. Having worked extensively with technologies crucial to your project such as Python, OpenCV, TensorFlow, and Kafka, I am adept at leveraging machine learning and real-time data processing for video analysis. My familiarity with backend frameworks like FastAPI will ensure a seamless integration of the proctoring system into your assessment platform. Furthermore, I understand the need for strict adherence to privacy laws and have prior experience implementing secure data handling mechanisms. With an emphasis on privacy compliance, I will make certain that all candidates' personal data is well protected throughout the proctoring process. This commitment to privacy will extend into generating comprehensive yet secure reports that allow for detailed review without compromising confidentiality.
₹56,250 INR in 7 days
5.6
5.6

Hi, I’m an AI expert with professional experience in computer vision, with a proven track record of working on complex image processing and AI/ML model development. With skill sets: • Algorithm Development: Strong understanding of computer vision algorithms and techniques, including convolutional neural networks (CNNs), object detection, image segmentation and feature extraction. • Model Training & fine-tuning: Develop and train machine learning models tailored for image analysis and visual data interpretation. I have worked on some well-known models like YOLO, RCNN, U-Net, Deeplab, ViT etc. • AI Integration: Implement and integrate AI models into existing software and hardware systems, ensuring high performance and scalability. • Data Analysis: Analyze and process large datasets of images and video feeds to identify patterns, trends, and insights. • Data Handling: Experience in handling and processing large datasets, including image and video data. Familiarity with data augmentation techniques and synthetic data generation. • Performance Optimization: Optimize algorithms and models for real-time processing and ensure they can handle large-scale data efficiently. • Programming Skills: Proficient in programming languages such as Python, and MATLAB. Experience with deep learning frameworks like TensorFlow, PyTorch, or Keras. • Tools & Libraries: Proficiency with OpenCV, scikit-image, and other relevant libraries. Experience with version control systems like Git.
₹56,000 INR in 7 days
5.8
5.8

Hi there, we are experts and a team of developers and designers. Please, send me a message to discuss the work. Thanks Ashish Kumar.
₹56,250 INR in 7 days
4.3
4.3

We have extensive experience developing web applications and chatbots, particularly for online meeting and moderation tools. Our expertise includes building AI systems for image and video processing to identify objects and track individuals across multiple cameras. This background allows us to effectively support proctoring applications. With our successful projects in web apps, chat system management, and AI analysis, we’re well-equipped to deliver comprehensive solutions for your needs.
₹56,250 INR in 7 days
3.9
3.9

Hello! I’m a skilled Software Engineer with extensive experience in AI-driven applications and real-time systems. I can help develop an AI proctoring system that monitors candidates via their webcam to detect potential cheating activities during interviews and tests. The system will utilize computer vision and machine learning algorithms to identify suspicious behaviors and ensure the integrity of the assessment process. Could you provide more details about the specific cheating behaviors you want the system to detect? Please check out my portfolio: https://www.freelancer.com/u/zainabsaleem13/portfolio Looking forward to your response! Best regards, Zainab Saleem
₹62,000 INR in 5 days
2.9
2.9

Hi, I am a professional in Python with a hands-on experience of dotnet and Javascript frameworks, I am well equipped to contribute effectively towards your AI-powered proctoring system. My absolute familiarity with Python is vital as it's a core backend tech stack for this project alongside proficiency in the Machine Learning packages such as OpenCV TensorFlow or PyTorch. My using fastAPI and websockets for real-Time Data Processing signifies that I understand the specific requirements and can deliver efficiently. Thanks
₹56,250 INR in 2 days
2.0
2.0

Hello there, With 12+ years of experience in AI and real-time systems, I am excited to help you build a cutting-edge AI-driven proctoring solution. My expertise in computer vision and machine learning will ensure accurate and reliable candidate monitoring. Core Features: Behavioral & Device Detection: Eye tracking, body movement, unauthorized devices, and person detection. Instant Alerts & Reports: Real-time notifications and detailed violation reports. Privacy Compliance: Ensuring data protection and candidate consent. Tech Stack: Backend: Python, FastAPI AI/ML: OpenCV, TensorFlow, PyTorch Real-Time Processing: WebSockets, Kafka/RabbitMQ Let’s collaborate to create a secure, scalable, and seamless proctoring experience. Looking forward to connecting! Best regards,
₹56,250 INR in 7 days
1.3
1.3

⭐ Hi there ⭐ I’m excited about the opportunity to develop your AI-driven proctoring system! With experience in Python, FastAPI, and AI/ML frameworks like OpenCV, TensorFlow, and PyTorch, I’m confident in my ability to build a robust and secure system for real-time monitoring. I also have expertise in integrating machine learning models for behavioral analysis and real-time alerts, while ensuring compliance with privacy regulations. Let’s discuss how I can help create a fair and secure assessment environment for your platform. Looking forward to working with you! Thanks!
₹56,250 INR in 5 days
0.0
0.0

As a seasoned professional with over a decade of expertise in the IT industry, particularly in Python and AI/ML development, I am uniquely qualified to meet your AI proctoring system requirements. My knowledge encompasses the entire tech stack you listed: FastAPI, OpenCV, TensorFlow, PyTorch, MediaPipe. I am well-versed in real-time data processing using WebSockets and have hands-on experience with tools like Kafka and RabbitMQ. One of the most crucial aspects of this project lies in analyzing video data efficiently which is where my skillset shines. Furthermore, my familiarity with privacy compliance regulations ensures strict adherence to data protection laws. Handling large scale assessments is another forte of mine as scalability is one thing I prioritize while designing a system. Your desired deliverables match perfectly with my commitment to quality, transparency and ensuring client satisfaction by offering reliable services with stellar maintenance support. Working together, I will not only implement the required features but also provide comprehensive documentation for future reference and extend unwavering support during integration and post-deployment phases. Let's connect for a detailed discussion!! Best, DK
₹85,000 INR in 20 days
0.0
0.0

Solution to your project based on my expertise: - Develop an AI proctoring system to monitor candidates in real-time using computer vision and machine learning - Implement eye movement tracking, head and body orientation detection, and facial expression monitoring - Integrate real-time alerts and generate comprehensive reports on suspicious activities - Ensure privacy and compliance with relevant data protection regulations - Use Python, FastAPI, OpenCV, TensorFlow/PyTorch, and WebSockets for real-time data processing and AI model deployment Hi, Junaid here, full-stack software engineer, I can help you with this project. From your requirements, I understand that you need an AI-driven proctoring system to monitor candidates' behaviors during assessments and ensure the integrity of the process. I have a few questions to get more clarity: - Do you already have an existing platform for integration, or will the proctoring system be built from scratch? - Are there any specific privacy or compliance regulations that must be strictly followed? - What is the expected scale (number of concurrent users) for this system? Let’s have a quick chat or call to discuss things in detail.
₹75,000 INR in 7 days
0.0
0.0

Specialized in Python and with a strong background in AI and Machine Learning, I'm the perfect fit for your project. I have honed my skills particularly in OpenCV, TensorFlow, and MediaPipe which are exactly what you need for the AI-driven monitoring system. Additionally, my experience with FastAPI's native WebSocket support can provide you a seamless real-time data processing experience using Kafka or RabbitMQ, ensuring efficient handling and processing of video data. Building on my skills, I promise to create a comprehensive solution that meets all your requirements. From constructing effective behavioral analysis models such as Eye Movement Tracking, Head and Body Orientation, Facial Expression Monitoring to intelligent Device Detection capabilities like Phone and Gadget Identification, I am confident in developing an end-to-end proctoring system that accurately evaluates candidate behavior in real-time. Scalability and customization are known core's of any successful system; garantying you these needs you get more than code lines from me: firstly creative problem-solving to ensure peak performance even at massive scales. Finally efficient communication to incorporate your specific needs into the backend deliverables .
₹56,250 INR in 7 days
0.0
0.0

Hi, In the past we have developed a similar app & if you want we can show you its demo as well. We do have couple of queries too. Please initiate the chat to discuss in detail. Thanks, Bharat
₹120,000 INR in 60 days
0.6
0.6

I am excited to offer my expertise to help develop your AI-driven proctoring application. With a strong background in artificial intelligence, machine learning, and system integration, I am well-equipped to deliver a robust, scalable, and secure proctoring system that meets your requirements. Why Choose Me? Proven Expertise: During my internship at Dell Technologies, I built Python-based automation solutions, demonstrating my proficiency in real-time data processing and integration. My research projects, including Startup Success Navigator and Image Caption Generator, have honed my skills in deep learning frameworks like TensorFlow and PyTorch, as well as computer vision tools like OpenCV. Computer Vision Proficiency: With experience in facial recognition and behavior analysis using TensorFlow and OpenCV, I can effectively implement features like eye movement tracking, head orientation detection, and multiple-person identification. Scalable Architecture Knowledge: My experience with tools like Docker, Kubernetes, and PostgreSQL ensures the proctoring system will handle high-concurrency scenarios seamlessly.
₹60,000 INR in 7 days
0.0
0.0

Hello there, I can help you to develop the AI proctoring system with creating a real-time video monitoring solution using OpenCV and TensorFlow/ PyTorch to analyze behaviors like eye movement, head orientation, and facial expressions. I will integrate WebSockets for live data processing. The system will detect devices and unauthorized people, sending real-time alerts to admins and ensuring compliance with privacy laws and provide detailed reports, it will be scalable, customizable, and easy to integrate. Project - AI Marketing tool for content generation We have created a automated social media marketing tool, using Python, leverages AI models to streamline content creation and scheduling. It generates unique, visually appealing images and engaging captions tailored to Facebook, Instagram, Twitter, and LinkedIn, ensuring diverse content across platforms. The tool prepares a full week’s worth of posts, with distinct content for each platform, enhancing audience engagement. Once the posts are created, it schedules them for automatic daily publishing, removing the need for manual intervention. I would like to discuss further about this requirement, please ping me at your convenience time so that we can go for further discussion. Regards, Navina
₹55,000 INR in 10 days
0.0
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