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I’m working with the RAF-DB image set and need a complete deep-learning pipeline that can recognise compound facial emotions with roughly 90 % accuracy. My idea is to build on the single-emotion labels already in the dataset and train a Convolutional Neural Network that can generalise to compound classes. Here’s how I picture the workflow: • Prepare the RAF-DB images, organise single-emotion labels and design a strategy to map or fuse them into compound categories. • Build and fine-tune a CNN architecture (you’re free to start from something proven—ResNet, EfficientNet, etc.—as long as the final model remains reproducible). • Train, validate and test the model exclusively on RAF-DB, reporting accuracy, precision/recall and a confusion matrix for each compound class. • Document every step: preprocessing, augmentation choices, hyper-parameters and training logs. • Deliver clean, commented Python code (PyTorch or TensorFlow), pretrained weights and a short write-up explaining how the 90 % benchmark was achieved or what can be tweaked to hit it. If you’ve previously pushed CNNs to high accuracy on facial datasets, I’d love to see your approach applied here.
Project ID: 39739562
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38 freelancers are bidding on average $23 USD for this job

Hi there, I checked your requirements and guarantee you that i have relevant experience in Python,AI and data science it's gonna be done within the highest quality . Let's contact via chat so that I can start work immediately
$150 USD in 1 day
5.9
5.9

Hi there, I am an ML engineer. I can start right away and deliver within the deadline. So, Let’s have a quick conversation. I can be more specific once we get all the requirements and information required to execute the project. Thank you!!
$20 USD in 7 days
5.7
5.7

Hello client, I'm Denis Redzepovic, an experienced developer with expertise in Software Architecture, Deep Learning, Computer Vision, Machine Learning (ML), Statistics, Image Processing, Python and Convolutional Neural Network. I have worked extensively on diverse Python projects, ranging from backend development and automation to data processing and API integrations. My deep understanding of Python’s libraries and frameworks allows me to build efficient, scalable, and maintainable solutions. I pay close attention to code quality and performance to ensure your project runs flawlessly. With my solid experience, I’m confident I can deliver results that exceed your expectations. I focus on writing clean, maintainable, and scalable code because I know the difference between 99% and 100%. If you hire me, I’ll do my best until you’re completely satisfied with the result. Let’s discuss your project details so I can tailor the perfect Python solution for you. Thanks, Denis
$30 USD in 1 day
5.2
5.2

Hello, I have +7 years of experience dealing with AI Projects and worked on multiple projects in this field, Please contact me to discuss more. Have a nice day
$30 USD in 7 days
5.2
5.2

Hello there. Muhammad N., Good morning I’ve carefully checked your requirements and really interested in this job. I’m full stack node.js developer working at large-scale apps as a lead developer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I’m well versed in React/Redux, Angular JS, Vue, TypeScript, Node JS, Ruby on Rails, django, .net, html/css as well as javascript, jquery, web3, and solidity. I have rich experienced in Software Architecture, Deep Learning, Computer Vision, Statistics, Machine Learning (ML), Python, Convolutional Neural Network and Image Processing. For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details.. Always happy to hear from you Angel
$25 USD in 1 day
3.8
3.8

My name is "Usama Safdar" and I am a Ph.D degree holder which means I am highly-capable to tackle this project "Content Editor " with 100 percent accuracy. I am a professional writer with over 6 years of experience in writing; Essays, Research Summaries, Thesis, Dissertation, Lab Reports and Case Studies. I always provide High-Quality Solutions within the shortest possible time with all instructions followed against very reasonable prices. I can manage works even with shortest deadlines like; "2500 words work in just 6 Hours" with very reasonable time. As a pro academic writer I am also familiar with all the referencing styles; such as APA, Harvard, OSCOLA, IEE, MLA etc. I always provide plagiarism-free solutions and as a prove I also provide "FREE Turnitin reports". For Samples, please visit my profile https://www.freelancer.com/u/SolutionMart Please message me to start the discussion. Thank You
$10 USD in 1 day
4.0
4.0

My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction by providing them with TOP Quality Solutions. I have command of all references APA, Harvard, IEEE, MLA & Chicago, etc. I will provide plagiarism-free work with 100 percent accurate grammar within your given deadline. Please message me to get Top Class Services. I am waiting; https://www.freelancer.com/u/TopWritingGuru
$10 USD in 1 day
3.7
3.7

Hi Muhammad, I’ve built and fine-tuned CNNs on facial datasets like FER2013 and AffectNet, and I can deliver a 90%+ accurate pipeline on RAF-DB for compound emotion recognition. My approach: ✅Map single-emotion labels into compound categories with clear preprocessing. ✅Fine-tune a proven CNN backbone (ResNet/EfficientNet) for high accuracy. ✅Provide full metrics (accuracy, precision/recall, confusion matrix). ✅Deliver clean, reproducible PyTorch/TensorFlow code with pretrained weights and documentation. With hands-on experience in facial expression recognition and CNN optimization, I can hit your benchmark and provide a robust, well-documented solution. Let’s connect to plan the workflow. Best,
$20 USD in 7 days
2.3
2.3

Hi Muhammad N., I understand that you are seeking to develop a deep-learning pipeline using the RAF-DB image set to recognize compound facial emotions with a target accuracy of approximately 90%. My approach aligns perfectly with your outlined workflow—preparing the images, structuring the labels, and implementing a robust CNN model while delivering comprehensive documentation and clean code. I am Haziq Hassan Fawad, with over 5 years of experience in Python, Software Architecture, and advanced machine learning techniques, particularly in Computer Vision, Deep Learning, and Convolutional Neural Networks. I have successfully worked on similar projects, optimizing CNN architectures for high accuracy. Portfolio Links: https://www.freelancer.com/u/haziqhassanfawad I am excited about the opportunity to collaborate with you on this project and help achieve your goals. Thank you for considering my proposal. Regards, Haziq Hassan Fawad
$30 USD in 7 days
2.4
2.4

As an accomplished AI/ML practitioner, my passion lies in creating transformative solutions enabled by Python scripting, automation pipelines, and AI algorithms. The unique challenge you've posed of recognizing compound emotions through a deep-learning model is particularly intriguing to me. Drawing from my extensive background in Computer Vision and Machine Learning, I am confident I can deliver the pipeline and the high accuracy you seek. This project reminds me of a similar one I recently implemented for a client dealing with complex facial emotions. By employing augmented data processing techniques and incorporating state-of-the-art CNN models, I was able to elevate their system to perform with commendable precision. I intend to apply those successful strategies here as well. Moreover, documentation has always been crucial for me. I understand its pivotal role in ensuring transparency, replicability, and knowledge transfer. For this project, you can rely on receiving clean, well-commented Python code (PyTorch or TensorFlow) along with detailed recording of preprocessing steps, augmentation choices, hyper-parameters as well as training logs guaranteed. It's not just about achieving the 90% benchmark; it's about empowering you with the ability to tweak and improve your system yourself post-handover. Partner with me for this important project and let's invent the future of facial emotion recognition together!
$20 USD in 3 days
2.3
2.3

Hello Sir, I am an experienced Machine Learning Engineer with expertise in Computer Vision. I have worked on numerous projects involving Convolutional Neural Networks. I will do this project with CNN and multiple pre-trained models, like ResNet, EfficientNet, VGGNet, etc, and provide the best possible results with concise documentation within the due date.
$20 USD in 4 days
2.1
2.1

?I TREAT EVERY PROJECT AS IF IT WERE MY OWN — WITH CARE, PRECISION AND ACCOUNTABILITY. Looking for speed, reliability, and quality? That’s exactly what I bring. I understand the need to recognise compound facial emotions with roughly 90% accuracy in the RAF-DB image set. Leveraging my expertise in deep learning, I will meticulously prepare the images, design a unique label fusion strategy, and train a high-performing CNN model on RAF-DB. While I am relatively new to Freelancer, I have tons of experience delivering exceptional results on similar projects off-site. If you're looking for someone who treats your project like their own and delivers beyond expectations, I'd love to discuss further about your project! Regards, Praven
$10 USD in 30 days
0.0
0.0

"I believe I'm an ideal match for what you're looking for. I can build a deep-learning pipeline for the RAF-DB image set, achieving roughly 90% accuracy recognizing compound facial emotions by utilizing CNNs. While new to Freelancer, I have extensive off-site experience. I specialize in creating clean, professional, and user-friendly machine learning solutions. I would love to chat more about your project! Regards, Lance kay"
$10 USD in 30 days
0.0
0.0

Hey Muhammad N., Good morning! I am an expert mobile programmer with skills including Software Architecture, Deep Learning, Convolutional Neural Network, Image Processing, Python, Statistics, Computer Vision and Machine Learning (ML). Please contact me to discuss more about this project. Many thanks
$25 USD in 6 days
0.0
0.0

“I’m a detail-oriented professional focused on making your project seamless.” I see you need a deep-learning pipeline for recognizing compound facial emotions with 90% accuracy using the RAF-DB image set. I propose preparing data, mapping labeled emotions, building a CNN, training on RAF-DB, and documenting the entire process. “I offer a range of skills and services tailored to your needs. While I’m new to Freelancer, I bring years of experience and have successfully completed many projects outside this platform.” I would love to chat more about your project! Regards, Leonard Boucher
$10 USD in 30 days
0.0
0.0

We’re here to bring your vision to life with our unique expertise and clear, collaborative communication every step of the way. Understanding the need for a deep-learning pipeline to recognise compound facial emotions with 90% accuracy, we specialize in developing and fine-tuning CNN architectures for facial recognition tasks. While new to freelancer.com, we have extensive experience in similar projects off-site. I would love to chat more about your project and how we can assist you. Regards, Attie
$10 USD in 30 days
0.0
0.0

I am a perfect fit for your project. I understand the need for a deep-learning pipeline to recognize compound facial emotions with 90% accuracy using the RAF-DB image set. I can design a seamless workflow utilizing CNNs like ResNet or EfficientNet, with expertise in preprocessing, training, and documentation. While being new to Freelancer, I have extensive experience off-site. I would love to chat more about your project! Regards, Graeme Jardine
$10 USD in 30 days
0.0
0.0

I am a perfect fit for your project, aiming to achieve 90% accuracy in recognising compound facial emotions. I propose a Deep Learning pipeline leveraging CNNs like ResNet or EfficientNet, ensuring reproducibility and thorough documentation. Though new to freelancer.com, I bring extensive experience offsite. I would love to chat more about your project! Regards, Sadaqah
$10 USD in 30 days
0.0
0.0

"Your project excites me and I would love to help you bring your vision to life. I understand the need for a deep-learning pipeline to recognize compound facial emotions with high accuracy. I can design a CNN architecture, train and fine-tune it using RAF-DB images, and provide clean, documented Python code in PyTorch or TensorFlow. Although I am just getting started on Freelancer.com, I bring experience and have done many other projects off site. Let's connect and see if I am a good fit for your project, I would love to help. Regards, Justin"
$10 USD in 30 days
0.0
0.0

I'm confident that I’d be a great fit for your project and excited about the opportunity to contribute my skills to bring your vision to life. I specialize in building responsive, interactive web applications and crafting intuitive UI/UX designs that keep users engaged. My expertise includes database management to ensure secure and optimized data structuring. I have a wealth of off-platform experience delivering high-quality projects for clients, with a focus on communication, reliability, and exceeding expectations. I am new to Freelancer but am ready to showcase my abilities in creating integrated and automated systems designed for efficiency and scalability. I'd love the chance to learn more about your project and discuss how I can help make it a success. Looking forward to your reply! Best regards, Jared Pretorius
$10 USD in 30 days
0.0
0.0

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