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We are looking for an expert with strong, real world expertise in video model implementation to join a production-grade development environment. The role requires the ability to transform an idea into a clean design and then into a robust, test-covered implementation suitable for real-world deployment. You will operate inside an established codebase, within a structured team, and under standard engineering practices. Core expectations: • Solid use of Git and experience working with feature branches, pull requests, and clear commit history. • Advanced reading proficiency in English to work autonomously with technical documentation and APIs. • Precision, clean architecture, maintainable code; explicit avoidance of unstructured or ad-hoc solutions. • Consistent adoption of good engineering practices, automated testing, and CI-ready code. • Ability to handle mistakes, integrate feedback, and improve processes and solutions. • Proactive contribution to the team: code reviews, technical discussion, and collaborative refinement of the pipeline. Context of the work: You will contribute to the design, development, and maintenance of our video-model pipeline. The scope covers model architecture, data preparation, training, deployment, and progressive refinement of the underlying infrastructure. The repository already provides a solid base; your role is to strengthen it, extend automation, and maintain clarity for all contributors. Typical responsibilities: • Implementing video models and related components. • Writing modular, well-structured, well-typed code (Python or equivalent) supported by unit tests and integrated with our CI pipeline. • Reviewing teammates’ pull requests and submitting work to the same level of scrutiny. • Documenting design choices to guarantee onboarding clarity and long-term maintainability. Expected deliverables: A fully tested, documented model module pushed to the shared Git repository. A concise README outlining usage, assumptions, and potential extensions. One merge request that passes all automated checks, accompanied by a brief hand-off walkthrough. Ideal profile: An engineer who pairs clean, disciplined coding with strong curiosity for model design; someone comfortable with structured workflows, iterative improvement, and team-driven engineering.
Proje No: 40049842
72 teklifler
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72 freelancer bu proje için ortalama €39 EUR/ saat teklif veriyor

With a wealth of expertise in AI and software development, I, Muhammad Awais, offer you the focused skillset necessary for the successful implementation of your video-model pipeline. My decade-long experience in Machine Learning (ML) and AI Model Development coupled with Python's extensive use gives me an edge to deliver quality results. Furthermore, my history of working in blockchain development showcases my ability to work within strict project constraints, apply structured workflows, and maintain robust code structures - all qualities that your project demands. My proficiency in Git, which includes feature branches, pull requests, and maintaining clear commit history will ensure smooth collaboration within your team. Additionally, my familiarity with continuous integration (CI), automated testing, and strong documentation practices fit well into your expectations. With ZAWN Tech, I have developed complex systems while emphasizing precision and clean architecture – ensuring I can uphold your project requirements to the letter. I believe that with my collaborative approach and technical finesse, I can contribute significantly to enhancing your existing video model pipeline.
€60 EUR 40 gün içinde
8,3
8,3

Hello, At Live Experts, we are not just general engineers and developers; we are specialists in a wide range of areas, including those directly relevant to your project scope. I myself, Mirza Muhammad, have hands-on expertise in the precise skills you're seeking for your AI Video Model project. With many successful experiences in transforming ideas into solid designs and robust, test-covered implementations for real-world deployment, I've honed the very strengths you require: proficient use of Git, clean and maintainable code focused on avoiding ad-hoc or unstructured solutions, automated testing and CI-ready code management. In addition, my skills in advanced reading proficiency in English and deep understanding of machine learning algorithms like TensorFlow, Keras, OpenCV make me the ideal candidate to work autonomously with technical documentation and APIs in an existing codebase. You can rely on my proactive contribution to improve processes and solutions through code reviews, technical discussions and collaborative pipeline refinement. Most crucially, I understand that your project's context demands disciplined coding with strong curiosity for model design within structured workflows - precisely how we function at LiveExperts . My commitment to iterative improvement will guarantee that I don't just adequately deliver on your expectations but elevate them. To summarize: you want someone skilled as well as invested in producing Thanks!
€42 EUR 1061 gün içinde
7,8
7,8

Hello, I have extensive hands-on experience building, deploying, and maintaining production-grade video and multimodal ML systems, and I’m confident that my engineering discipline, clarity of implementation, and collaborative development style align strongly with your expectations. My approach: → I would start by reviewing the existing codebase, modules, and CI setup to understand the pipeline. Next, I would design the new model module with a clear, documented outline of components, interfaces, and assumptions. → Implementation would follow disciplined, typed, and modular practices, with full test coverage and CI compatibility, avoiding any ad-hoc shortcuts. → Finally, I would deliver production-ready artifacts: a clean pull request passing all checks, a clear README with usage examples, and a brief hand-off walkthrough. If the role values engineering craftsmanship, predictability, and strong collaboration, I would be a great match. I’d be happy to begin with a short technical discussion or review a small portion of your repo to align on expectations. Looking forward to contributing to your pipeline. Best regards, Niral
€35 EUR 40 gün içinde
7,9
7,9

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
€35 EUR 40 gün içinde
7,2
7,2

With over a decade of experience in web and mobile development, I understand the importance of finding an expert like yourself to tackle the challenges of implementing video models. Your project requires precision, clean architecture, and robust implementation, which align perfectly with my skill set. In the realm of AI and video model implementation, I have a proven track record of delivering successful projects in domains like HealthTech, FinTech, and eCommerce. My expertise in AI/ML development ensures that I can transform ideas into clean designs and robust implementations that meet your core expectations. I am confident that I can contribute effectively to your team by implementing video models, writing well-structured code supported by unit tests, and actively participating in code reviews and technical discussions. By working collaboratively and following good engineering practices, I can help strengthen your existing codebase and enhance your video-model pipeline. I am eager to bring my expertise to your project and deliver the high-quality results you are seeking. Please feel free to reach out to me to discuss how we can work together to achieve your goals.
€64 EUR 15 gün içinde
6,8
6,8

Hi With my extensive experience in software development, and particularly in video model implementation, I'm confident that I am the perfect fit for your AI Video Model Expert role. Being an efficient and disciplined coder, I strongly uphold clean architectures and maintainable code, which will be vital in ensuring the robustness of your implementations while guaranteeing their long-term maintainability. My familiarity with Git as evidenced by my adept use of feature branches, pull requests, and clear commit history further cements my suitability for this role. I am a proactive problem-solver who enjoys collaborating with teammates to refine processes and solutions. This aligns seamlessly with your expectation of consistent contribution to the team through code reviews, technical discussions, and iterative improvement of the pipeline. Moreover, my precision in documentation ensures onboarding clarity for my colleagues as well as providing a comprehensive understanding of design choices. Throughout my career, I've demonstrated an unwavering commitment to turning ideas into elegant designs, and finally into robust implementations suitable for real-world deployment - exactly what you're looking for. My continuous integration ready code combined with automated testing skills won't just streamline the pipeline but also guarantee high quality deliverables each time. Together, let's take your video-model pipeline to new heights of efficiency! Thanks...
€44 EUR 40 gün içinde
6,8
6,8

Hello, >>>> Multi languages (English and Italy ) <<<< I reviewed your requirements for an engineer to contribute to a production-grade video-model pipeline, and I clearly understand the expectations around clean architecture, structured workflows, and disciplined engineering practices. With 10+ years of experience in Python, model design, CI-ready code, and working inside collaborative Git-based environments, I can implement modular video-model components with full unit test coverage, clear documentation, and well-reviewed merge requests. I work comfortably with technical specifications, adhere strictly to feature-branch workflows, and maintain clean commit history and maintainable code. I will contribute to model architecture, data preparation, training, deployment improvements, and refinement of the existing pipeline while collaborating through reviews and structured discussions. I WILL PROVIDE 2 YEAR FREE ONGOING SUPPORT AND COMPLETE SOURCE CODE, WE WILL WORK WITH AGILE METHODOLOGY AND WILL GIVE YOU ASSISTANCE FROM ZERO TO PUBLISHING ON STORES. My approach aligns with your need for precision, clarity, and iterative improvement across the entire video-model lifecycle, ensuring reliable, readable, and production-ready contributions. I eagerly await your positive response. Thanks.
€10 EUR 40 gün içinde
6,3
6,3

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. 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.
€44 EUR 40 gün içinde
5,8
5,8

I am an AI Video Model Expert with expertise in Python, Machine Learning (ML), Software Development, Git, and Documentation. My skills align perfectly with your project requirements. I am confident in adjusting the budget after a detailed project scope discussion. My focus will be on delivering high-quality results within your budget and timeline. Please review my 15-year-old profile to see my extensive experience. Let's discuss the job details and get started right away. I am eager to showcase my commitment to this project. Looking forward to hearing from you.
€56 EUR 3 gün içinde
5,2
5,2

Hello Dear! I write to introduce myself. I'm Engineer Toriqul Islam. I was born and grew up in Bangladesh. I speak and write in English like native people. I am a B.S.C. Engineer of Computer Science & Engineering. I completed my graduation from Rajshahi University of Engineering & Technology ( RUET). I love to work on Web Design & Development project. Web Design & development: I am a full-stack web developer with more than 10 years of experience. My design Approach is Always Modern and simple, which attracts people towards it. I have built websites for a wide variety of industries. I have worked with a lot of companies and built astonishing websites. All Clients have good reviews about me. Client Satisfaction is my first Priority. Technologies We Use: Custom Websites Development Using ======>Full Stack Development. 1. HTML5 2. CSS3 3. Bootstrap4 4. jQuery 5. JavaScript 6. Angular JS 7. React JS 8. Node JS 9. WordPress 10. PHP 11. Ruby on Rails 12. MYSQL 13. Laravel 14. .Net 15. CodeIgniter 16. React Native 17. SQL / MySQL 18. Mobile app development 19. Python 20. MongoDB What you'll get? • Fully Responsive Website on All Devices • Reusable Components • Quick response • Clean, tested and documented code • Completely met deadlines and requirements • Clear communication You are cordially welcome to discuss your project. Thank You! Best Regards, Toriqul Islam
€40 EUR 40 gün içinde
4,8
4,8

✋ Hi there. I can contribute to your video model pipeline by implementing, testing, and documenting modules that are ready for production deployment. ✔️ I have extensive experience developing video models in Python, including data preparation, training, and deployment in structured CI/CD environments. I’ve worked on production-grade pipelines where clean, modular code and thorough unit testing were essential, and I regularly collaborated on Git-based workflows with feature branches and code reviews. ✔️ I will enhance your existing repository by adding well-typed, maintainable video model components, integrating automated tests, and ensuring CI compatibility. I’ll document design decisions clearly and provide a concise README outlining usage, assumptions, and extension points. ✔️ I will follow disciplined engineering practices, participate in code reviews, and ensure all deliverables pass automated checks. My goal is to strengthen the pipeline, improve automation, and make it easy for the team to maintain and extend. Let’s chat so I can review your current codebase and plan the first module integration. Best regards, Mykhaylo
€44 EUR 40 gün içinde
5,0
5,0

Hello Piirz, I’m a senior ML & software engineer with real-world experience implementing video models in production environments, working inside established repositories with strict engineering standards. I routinely convert ideas → clean designs → tested, CI-ready implementations. I can share demo code, test coverage, and Git history before we finalize the deal. Why I’m a Strong Fit 1️⃣ Proven experience with video model pipelines (data prep → training → inference → deployment) 2️⃣ Strong Git discipline: feature branches, PRs, reviews, clean commits 3️⃣ Clean, modular, well-typed Python code (no ad-hoc logic) 4️⃣ Unit tests, integration tests & CI-friendly workflows 5️⃣ Comfortable operating in team-driven, feedback-heavy environments 6️⃣ Clear documentation & design rationale for long-term maintainability Technical Focus ✔ Video models (CNN/RNN/Transformer-based, temporal modeling) ✔ Video preprocessing & augmentation pipelines ✔ Modular ML architecture & dependency isolation ✔ Automated testing (pytest), linting, CI integration ✔ Production-grade documentation & READMEs Relevant Projects Modular video-model system with CI & full test coverage Production video model with clean API & PR-reviewed code End-to-end ML repo with tests, docs, and deployment hooks What You’ll Receive ✔ Fully tested, documented model module ✔ Clean merge request passing all checks ✔ README + design notes + extension guidance
€30 EUR 40 gün içinde
5,1
5,1

Hello Mate!Greetings , 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, Node JS, Ruby on Rails, html/css as well as javascript and jquery. I have rich experienced in Continuous Integration, AI Model Development, Python, Video Processing, Machine Learning (ML), AI Development, Software Engineering, Git, Documentation and Software Development. 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.. Best Regards
€34 EUR 40 gün içinde
4,6
4,6

Hello there, I am eager to contribute my expertise in video model implementation to your production-grade environment. With a strong background in clean architecture and robust coding, I specialize in transforming ideas into deployable solutions. My experience includes working with feature branches, pull requests, and maintaining a clear commit history, ensuring seamless integration within your structured team. I am proficient in Python, and adept at writing modular, well-tested code that aligns with CI pipelines. I am committed to thorough documentation and clear design choices for ease of onboarding and long-term maintainability. My proactive approach in code reviews and technical discussions will enhance collaborative refinement of your pipeline. Questions: • Are there specific video models or frameworks you prefer to integrate? • What are the primary challenges you foresee in extending your current infrastructure? I am excited to bring precision and innovation to your video-model pipeline, ensuring a maintainable and scalable solution. Looking forward to contributing to your team's success. Thanks and best regards, Faizan
€33 EUR 40 gün içinde
4,7
4,7

Hello, I have reviewed the details of your project. i will contribute to your video model pipeline by working inside the existing codebase using python. i will write modular, well typed code with clear commit history on feature branches and create unit tests for every module to ensure ci checks pass. data preparation, model architecture and training steps will follow the current repository patterns while improving automation and clarity. i will document each design choice in the repo, including assumptions, usage, and potential extensions. i will also review teammates pull requests, give constructive feedback, and integrate suggestions to keep the codebase consistent. final deliverables include a tested model module, a concise readme, and a merge request with a brief hand-off walkthrough. Let's have a detailed discussion, as it will help me give you a complete plan, including a timeline and estimated budget. I will share my portfolio in chat I look forward to hear from you. Thanks Best Regards, Mughira
€44 EUR 40 gün içinde
4,4
4,4

⭐️⭐️⭐️⭐️⭐️ Hello Piirz, I'm excited about the opportunity to contribute to your video model implementation project. With extensive experience in developing and deploying production-grade software, I am well-versed in maintaining clean architecture and writing robust, test-covered code in Python. My solid grasp of Git allows me to manage feature branches and pull requests effectively, ensuring a clear commit history. I thrive in collaborative team environments, actively engaging in code reviews and technical discussions to optimize processes. My commitment to best practices in engineering, along with a proactive attitude towards feedback, will help elevate your video-model pipeline. I’m ready to dive into this project and contribute to its success. Let’s discuss how I can add value to your team! Best regards, Abudulhamid
€44 EUR 40 gün içinde
4,5
4,5

Hi,\nI am excited about the opportunity to work on your AI video model implementation project, as it aligns perfectly with my experience in developing production-grade solutions. I have a solid track record of implementing clean, maintainable code within established codebases, emphasizing automated testing and CI practices. My recent project involved designing and deploying a machine learning video processing pipeline, which I enhanced through proactive code reviews and documentation. I can ensure that your team benefits from a robust development process, and I am ready to contribute immediately to the model architecture and deployment efforts.
€21 EUR 25 gün içinde
4,0
4,0

⚠️Most projects don’t meet our internal criteria — yours clearly does.⚠️ I noticed your focus on enhancing a video model pipeline within a production-grade environment, emphasizing clean architecture, test coverage, and CI integration. These disciplined, modular, and scalable implementations align perfectly with DigitaSyndicate’s expertise in Python-based AI ecosystems and robust development workflows. At DigitaSyndicate, a UK based digital systems agency, we build precision engineered automation, web platforms, and AI powered ecosystems designed for scalability, maintainability, and seamless team collaboration. Our approach prioritizes clear code structure, rigorous testing, and continuous integration to future-proof complex, data-driven systems. Recently we delivered a modular machine learning pipeline for a media client, where our adherence to best engineering practices and automation accelerated deployment while preserving code clarity. Can you share your priorities and timelines so I can map the execution? Casper M. Project Lead | DigitaSyndicate Precision-Built Digital Systems.
€50 EUR 14 gün içinde
4,1
4,1

Hello there, I'll deliver a production-ready video model module with clean architecture, full test coverage, and CI integration. The implementation will include: Modular video processing pipeline Temporal modeling with efficient inference Comprehensive unit/integration tests Complete documentation and usage examples Dockerized deployment setup Performance benchmarking suite All code will follow your Git workflow, with clear PR descriptions and maintained compatibility with your existing pipeline. regards,
€40 EUR 40 gün içinde
4,2
4,2

Hey {EmployerName}, Just read your post — this is exactly the kind of production-grade video model work I live for. Spent the last 3 years deep in exactly this: building + shipping video generation/diffusion pipelines at scale (PyTorch + Lightning, clean modular code, full test coverage, CI/CD, peer-reviewed PRs every day). Current stack I’m running in production right now is almost identical to what you described. I’m the guy who turns messy research notebooks into boringly reliable, well-documented, 99% test-covered packages that the rest of the team actually enjoys maintaining. Git hygiene is second nature (rebase-heavy, atomic commits, descriptive PRs), and I’m usually the one leaving the nit-picky but helpful reviews ? Happy to hop on a quick 15-min call, walk through a couple of the video model repos I’ve pushed live recently (private, but can share screenshots/code samples), and talk through how I’d approach extending your pipeline. When’s good for you this week? Cheers, Chris | Senior ML Engineer | Novatech
€48,89 EUR 40 gün içinde
3,7
3,7

London, Italy
Ödeme yöntemi onaylandı
Kas 20, 2025 tarihinden bu yana üye
€1500-3000 EUR
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₹12500-37500 INR
minimum €36 EUR / saat
₹400-750 INR / saat
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$250-750 USD
$30-250 USD
₹600-1500 INR
$125-250 USD
€12-18 EUR / saat
$1500-3000 USD
$30-250 USD
$25-50 USD / saat
$30-250 USD
$750-1500 USD
$30-250 AUD
₹12500-37500 INR
$250-750 USD
£10-20 GBP