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Deepfake Image Detection via Deep Learning

₹1500-12500 INR

Closed
Posted about 1 month ago

₹1500-12500 INR

Paid on delivery
I'm looking for a freelancer who can implement four separate deep learning models for deepfake image detection. The desired models are: - CNN - Vgg16 - Resnet50 - A fourth model of your recommendation Three datasets will be used for training and validation. I prefer the usage of FaceForensics++, CelebDF, DFDC, but I am open to other high-quality image datasets. The analysis of these models should include: - Accuracy evaluation - False positive and false negative analysis - Comprehensive comparison of model performance The freelancer has the freedom to prioritize the implementation of these models as they see fit. I am open to suggestions on the pros and cons of each model, and how they could serve my project best. In your proposal, I am particularly interested in a detailed outline of how you would approach the project, including a brief explanation of the fourth model you recommend. The ideal candidate for this job would have intermediate proficiency in deep learning modeling. Prior experience is valuable, but overall I value thoughtful approaches and clear communication about your game plan. Let's collaborate and ensure robust deepfake detection.
Project ID: 37941144

About the project

22 proposals
Remote project
Active 8 days ago

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22 freelancers are bidding on average ₹7,905 INR for this job
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I am excited to propose my expertise in implementing deep learning models for deepfake image detection, leveraging advanced techniques and robust datasets. With my expertise in deep learning and a commitment to delivering high-quality results, I am confident in my ability to contribute significantly to your project's success.
₹10,000 INR in 7 days
4.8 (100 reviews)
6.0
6.0
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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
₹12,500 INR in 7 days
5.0 (10 reviews)
5.5
5.5
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Hi,Thanks for your posting. I have full skills and full experiences of this field. I have developed many Image Processing project with every field of image processing. I am expert in these fields (YOLO, OCR, OpenCV, Tensorflow, PyTorch, Keras, ML/DL model). I can finish your project with high quality and on time. Please send me your message to discuss more about your project. I am waiting your reply now. Thanks.
₹7,000 INR in 1 day
4.7 (16 reviews)
5.2
5.2
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Deep learning expert. I can do it. As 9+ years experiences in these field. I can give good quality work. I have read the guidelines of your work.I believe that i can provide you the best quality works you are anticipating from this platform give me a chance to show you the best i can do at your service.
₹9,000 INR in 3 days
4.4 (57 reviews)
5.6
5.6
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As a UC Berkeley graduate with a keen interest in machine learning and a strong grasp of Python, I believe I could bring valuable expertise to your deepfake image detection project. Although my current skillset lies more prominently in large language models (LLMs) such as GPT3 and T5, I am adept at implementing novel model architectures. I have prior experience with CNNs, VGG16, and Resnet50, all of which align directly with your specified requirements. One aspect that distinguishes me as your ideal candidate is my knowledge of classifier models combined with predictive analytics. This includes not just theoretical understanding but practical experience using these technologies to their full potential. With three relevant datasets for training and validation, we can draw on my strength in data mining and modeling to optimize the accuracy of the deployed solution. Furthermore, the ability to thoroughly evaluate false positives and negatives for each model will provide you with a comprehensive analysis of performance.
₹7,000 INR in 7 days
5.0 (9 reviews)
5.1
5.1
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Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences in CNN architectures(Vgg16, Resnet50, YOLO, ..). Please contact me to discuss the project in more details. Waiting for your contact now... Thanks. Best Regards.
₹7,000 INR in 7 days
4.7 (8 reviews)
4.7
4.7
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Hello, I have read the outline of your project(Deepfake Image Detection via Deep Learning, CNN, Vgg16, Resnet50), and I’m sure can solve the task, provide correct result, free revision guarantee. My background is in statistics and applied mathematics using R/Python programming for model statistics, predictive analytics, machine learning and artificial intelligence. I’m an expert in various model regression, hypothesis analysis, Tensorflow/keras, Image-Detection/Classification, Pythorch, Provide Python notebook, Rmarkdown file html/pdf/word, complete with the charts. Please share your data, I'm available, discuss detailed requirements, budget/time negotiable. Thank you. Best rgds, Bambangpe
₹5,900 INR in 4 days
4.8 (25 reviews)
4.6
4.6
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Hello. How are you? I am proficient for this job because I am very good at python. As you can see my profile, I am skillfull AI expert. I have finished many project that you are familiar. I think I have to use tensorflow pretrained model to complete your project. I will yolov5 or Mobilenet for your project. To do this, you have to be ready ground truth dataset ,I think. I can start immediately and will complete this in your correct deadline with high quality. Love to hear back soon. Regards.
₹10,000 INR in 7 days
5.0 (4 reviews)
3.2
3.2
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hi sir I have read your project details completely and understand it completely. I know exactly what you want and what your goal is for this project.-<<<Deepfake Image Detection via Deep Learning >> We can use - CNN--- Vgg16--- Resnet50 & yolov8--unet -cnn-lstm . I am completely professional in my work. I did 100 projects very similar to yours that are about I totally have your project requirements & Responsibilities: and project skills - Accuracy evaluation - False positive and false negative analysis - Comprehensive comparison of model performance I am a PhD in machine learning and deep learning. Senior Data Analyst and Scientist. . 7 years of experience in <<data mining>>, data engineering, machine learning<<<, NLP >>>and artificial intelligence, computer vision I have worked on 100's of data science and machine learning projects. I have experience in Python, NumPy, Pandas, Sklearn, TensorFlow, Keras, pytorch, matplotlip, Open cv. I suggest you message me to get to know more and send project details and portfolio
₹7,000 INR in 7 days
3.2 (8 reviews)
5.1
5.1
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Hi, I can do it in the next few hours by working on it right now. Message me for detailed discussion. Thanks and Looking forward:). For more information, visit my profiles and reviews for assessing my credibility. You can look my freelancer.com profile in the given link. Here is my profile link: https://www.freelancer.com/u/professorxwriter Regards, Muhammad Azam
₹1,500 INR in 1 day
4.6 (4 reviews)
2.7
2.7
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I have prior experience completing tasks of a similar nature, and I am confident in my ability to deliver satisfactory results. Please provide further details, and I'll be happy to assist you.
₹10,000 INR in 7 days
4.7 (2 reviews)
2.3
2.3
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Hello, Your deepfake image detection project demands more than just a robotic utilization of the four deep learning models you've specified. It calls for expertise that stretches beyond a mere understanding of CNN, Vgg16, and Resnet50. I bring that fusion of technical savvy, adaptability, and creative problem-solving that will allow us to derive in-depth analysis from these models and deliver an exceptional deepfake detection solution. Over the years, I've honed my skills in machine learning, Python, statistical analysis. This deep-seated knowledge places me in a prime position when it comes to complex AI projects such as yours. My robust experience with developing innovative AI solutions across various industries primes me to identify the best datasets (FaceForensics++, CelebDF, DFDC or alternatives) and discern how effectively each of those models would suit your unique requirements.
₹7,000 INR in 7 days
0.0 (0 reviews)
0.0
0.0
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With over three years of experience in deep and machine learning, I am confident in my ability to assist you with your deepfake image detection project using deep learning models. My proficiency in the Python language, coupled with a deep understanding of algorithms and mathematics, equips me well for this task. I have worked on similar projects in the past that involved implementing deep learning models, including CNN, Vgg16 and Resnet50. With these models, I have trained and tested on diverse datasets in different industries like economics, physics, and biology. For the fourth model recommendation, I'd suggest exploring the potential of the DenseNet architecture. It is known for its strong feature reusability and efficient gradient propagation which can help achieve accurate deepfake predictions. Throughout this project, I will place emphasis on ensuring comprehensively evaluation of model performance by providing you with accuracy metrics as well as a critical analysis of false positive and false negative rates that will be supported by a handy comparison tabulating the pros and cons of each model used. In addition to my technical skills, I bring a high level of professionalism and excellent communication skills to the table. Expect detailed regular progress reports from me. Simply put – choosing me isn't just about getting an adept ML engineer – it's a guarantee of meticulousness, efficiency and effective delivery. Let’s create robust deepfake detection together! 307
₹7,000 INR in 7 days
0.0 (0 reviews)
0.0
0.0
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I’m an electric and electronic engineering working intellectually in any physical fields of science as well as I’m Computer scientists working as a programmer
₹10,000 INR in 3 days
0.0 (0 reviews)
0.0
0.0
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Olá tudo bem, amigo. eu posso estar trabalhando com vc nesse projeto. sou estudando de computação gráfica. adoraria ter a oportunidade de trabalhar nesse projeto, pesquisando e desenvolvendo um algoritmo de ultima geração bem eficiente.
₹6,500 INR in 7 days
5.0 (1 review)
0.2
0.2
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I have more than 4 years of experience working as a Data Scientist. I have deployed various Machine Learning and Deep Learning models in my career. I have a Masters degree in Data Science from IIT, Guwahati. I believe that I am best suited for this project.
₹10,000 INR in 7 days
0.0 (0 reviews)
0.0
0.0
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Hello, I specialize in deep learning and image analysis and am excited about the opportunity to implement four separate deep learning models for deepfake image detection. I will use the CNN, Vgg16, and ResNet50 models as specified, and I'll also recommend and implement a fourth model based on the project requirements and dataset characteristics. For training and validation, I will leverage high-quality image datasets such as FaceForensics++, CelebDF, DFDC, or other suitable datasets to ensure robust model performance. The analysis of these models will include thorough accuracy evaluation, false positive and false negative analysis, and a comprehensive comparison of model performance metrics. I will provide detailed reports and insights to help you understand each model's strengths and weaknesses. I am confident in my ability to deliver excellent results and look forward to working on this project with you. Thank you for considering my bid!
₹7,000 INR in 5 days
0.0 (0 reviews)
0.0
0.0

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Flag of INDIA
Bengaluru, India
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Member since Mar 31, 2024

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