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I need a production-ready object detection model built, trained, and packaged so it runs smoothly on iOS and Android devices, in a modern web browser, and as a lightweight desktop application. The same model should power every platform to keep accuracy and behaviour consistent. You are free to choose the framework you are most comfortable with—TensorFlow, PyTorch, YOLOv8, Detectron2, or another proven library—as long as the final artefacts meet these requirements: • Mobile: optimised builds (e.g. TensorFlow Lite, Core ML, or ONNX) that hit realtime speeds on mid-range phones. • Web: WebAssembly/WebGL or [login to view URL] implementation that loads in under three seconds on a standard connection. • Desktop: a small executable or Python app with GPU support when available and CPU fallback when not. Deliverables 1. Trained model files and all training scripts. 2. Inference wrappers for each target platform. 3. Step-by-step build & deployment instructions so I can reproduce everything locally. 4. A simple demo for each platform proving the model detects objects accurately. I will supply the labelled data and clarify the target object classes once we start. Accuracy, speed, and reproducibility will be the acceptance criteria. If this scope matches your expertise, let’s discuss timelines and any additional resources you might need.
Project ID: 40212599
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Active 2 mos ago
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35 freelancers are bidding on average $159 USD 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
$200 USD in 7 days
7.2
7.2

Hi, I can train and deploy a production-ready object detection model optimized for iOS, Android, web, and desktop, delivering model files, inference wrappers, reproducible build steps, and working demos across all platforms. Best regards, Shakila Naz
$200 USD in 7 days
5.3
5.3

Hello, The best thing about me is that I have worked on very similar multi-platform AI/ML projects recently, including real-time object detection pipelines where the same model powered mobile, web, and desktop clients without compromising accuracy or performance. So yeah, I can totally save you hours that would otherwise be spent experimenting with cross-platform builds and optimization. From your post, I’m clear you need a single object detection model that runs efficiently on iOS (Core ML), Android , a browser, and desktop (Python executable with GPU/CPU fallback). I’d structure this with a clean training pipeline, modular inference wrappers per platform, and optimized exports so updates remain consistent across all targets. Accuracy, reproducibility, and real-time speed on mid-range devices will be key metrics throughout. To clarify, what’s your target deployment priority? Should mobile apps get optimized first, or do we focus on the web demo initially? Also, roughly how many classes and the expected input image resolution will shape the model size and latency. If you share the labeled dataset, I can start by prepping the training pipeline, optimizing the model, and packaging inference builds. Let’s schedule a quick call or chat to align on timelines, class specifications, and any extra resources you might want integrated into the workflow. Regards, A Zain!
$140 USD in 7 days
4.8
4.8

Hi there! I'm excited to tackle your cross-platform object detection challenge. I understand the need for a seamless AI model across iOS, Android, web, and desktop. Here's how I plan to deliver on your requirements: - Utilizing TensorFlow for efficient mobile builds and Core ML for iOS optimization. - Implementing WebGL for quick web loading and GPU support for desktop. - Providing comprehensive training scripts, inference wrappers, and detailed deployment guides for easy replication. - Demonstrating accurate object detection through platform-specific demos. With experience in similar projects and a keen eye for accuracy and speed, I'm confident in meeting your expectations. Let's chat further about timelines and any additional support you may require. Looking forward to collaborating with you!
$30 USD in 7 days
4.2
4.2

Hello GdevDataScience, I am Dax Manning, a seasoned developer with over 8 years of experience in JavaScript, Python, and HTML5. I have successfully completed various projects involving object detection and model deployment across multiple platforms. I have carefully reviewed your project requirements for a cross-platform object detection AI. I am confident in my ability to build, train, and package a production-ready model that will run seamlessly on iOS, Android, web browsers, and desktop applications while maintaining accuracy and consistency across all platforms. I would love to discuss this project further with you. Please feel free to connect with me via chat to explore how we can collaborate to bring your vision to life. Thanks, Dax Manning
$140 USD in 7 days
2.0
2.0

Hello, I can build a cross-platform object detection solution using a reliable ML model (e.g., TensorFlow Lite / YOLO) that works on both desktop and mobile. I’ll handle model selection/training, efficient inference, and smooth UI integration so detection is accurate and real-time. I deliver tested, maintainable code with clear setup instructions. Regards, Bharti
$140 USD in 7 days
2.2
2.2

Hello I’m a Python backend developer with hands-on experience building production applications using Django and FastAPI. In one project, I used Django to build a full backend for a marketplace platform, including user authentication, role-based access, admin dashboards, and order management using the Django ORM and PostgreSQL. In another project, I used FastAPI to build a high-performance API for a data-driven application, where async endpoints, Pydantic validation, and background tasks were used to handle real-time requests and long-running jobs efficiently. I’ve designed clean database schemas, optimized queries, and handled migrations to support growing datasets without performance issues. I’ve also integrated third-party services such as Stripe for payments and external APIs, focusing on proper error handling and secure data flow. For deployment, I containerized these applications with Docker, set up CI/CD pipelines, and deployed them to cloud environments to ensure reliable releases. I enjoy using Python to build backend systems that solve real problems and scale smoothly as the product grows. Best regards, Francen Timothy N. Castro
$140 USD in 7 days
0.0
0.0

Hi there. I’m Ashton Williams, a dependable freelance professional offering high-quality digital solutions including software development and IT support. I specialize in delivering optimized, cross-platform ML models with clear communication and on-time delivery. I can build, train, and package your object detection model for mobile, web, and desktop, ensuring consistent accuracy and performance. Let’s discuss your requirements—feel free to text me. I look forward to collaborating with you.
$200 USD in 14 days
0.0
0.0

Estimado equipo, Me postulo para su proyecto como desarrollador enfocado en Python y optimización de CPU. Cuento con experiencia creando soluciones eficientes, bien estructuradas y optimizadas para rendimiento, priorizando código limpio, rápido y escalable. Trabajo con buenas prácticas, documentación clara y organización del código para facilitar futuras mejoras. Soy responsable con los plazos de entrega, mantengo comunicación constante y puedo adaptarme a los requerimientos del proyecto. Estoy disponible para colaborar y comenzar de inmediato. Saludos cordiales.
$50 USD in 7 days
0.0
0.0

I analyzed gold price data with other financial assets to forecast movements, performing feature analysis, removing low-impact variables, and training multiple models using Python, pandas, and scikit-learn to select the most accurate solution. In a deep learning project, I built an end-to-end Tesla stock prediction system covering data collection, preprocessing, feature engineering, model training, hyperparameter tuning, and evaluation using Python, TensorFlow, and Keras, focusing on robustness and reproducibility. I am a certified Python, ML, and DL specialist with both theoretical knowledge and production-ready experience. I will deliver trained model files, step-by-step build and deployment instructions to reproduce everything locally, and simple demos proving accurate predictions. Feel free to visit my portfolio to see my work. https://www.freelancer.com/portfolio-items/11088641-gold-price-prediction https://www.freelancer.com/portfolio-items/11088621-stock-forcast Could you give me more details about the web app—what features and functionality should I implement?
$140 USD in 7 days
0.0
0.0

Thanks for the opportunity—excited to deliver measurable, production-ready results. This is exactly the kind of cross-platform ML deployment I specialize in: one model, multiple runtimes, identical behavior. I’ll select a proven backbone (e.g., YOLOv8 or equivalent), optimize for latency and size, and package mobile, web, and desktop builds with clear, step-by-step instructions to reproduce training and deployment locally.
$200 USD in 3 days
0.0
0.0

Grateful for the opportunity. Let’s make this project a success. With your labeled data, I can quickly train and validate an object detection model, then export and optimize it for iOS, Android, web, and desktop without sacrificing accuracy. I’ll deliver all artifacts, scripts, and demos needed to prove real-time performance and ensure you can reproduce everything end to end.
$1,000 USD in 5 days
0.0
0.0

I can build, train, and package a production-ready object detection model using popular frameworks like TensorFlow or PyTorch. The model will be trained on labeled datasets, optimized for performance, and exported in a format suitable for deployment on multiple platforms (e.g., web, mobile, embedded systems). I will ensure the model is efficient, accurate, and runs smoothly on target devices.
$150 USD in 15 days
0.0
0.0

Hi, I've built multiple one-page websites and landing pages designed to convert visitors into leads or bookings, not just look good. I reviewed your project and understand you need a clear, focused page that explains your offer and drives action. My approach is simple: define the page goal, structure the content to guide users, and build a fast mobile-first page optimized for performance and SEO. I avoid bloated designs and focus on clarity, speed, and results. I can start with a clear section layout that highlights your model’s cross-platform capabilities and benefits. Happy to discuss your goals and timeline. Nadia
$200 USD in 14 days
0.0
0.0

I am an excellent fit for your project, having successfully completed similar work in the past. I understand you need a clean, professional, and user-friendly object detection model that runs seamlessly across iOS, Android, web, and desktop platforms, maintaining integrated and automated workflows for accuracy and speed. I specialize in developing optimized models using TensorFlow and PyTorch, with experience in TensorFlow Lite, Core ML, and ONNX builds for mobile, plus WebAssembly and lightweight desktop applications. Even though I am new here, I have worked on numerous projects outside of freelancer and developed the skills necessary to complete this work effectively. I’d be glad to discuss your project—at best, we find a strong fit to work together; at minimum, you receive a complimentary consultation. Regards, Keagan
$100 USD in 14 days
0.0
0.0

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