Hand Sign Language Recognition System -- 2

@sajjadtaghvaeifr

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

@amirrmusavifr

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.

@akkiwadhwa1995

With over 5 years of senior developer experience, I bring a wealth of expertise to the table. Proficient in backend development using Python and R, I'm well-equipped to create robust platforms. My database management skills include MySQL, SQL, and SQLite, ensuring efficient data organization. Using web frameworks like Flask and Django, I can build scalable and responsive web applications. Web scraping, data analysis, and visualization are second nature, thanks to tools like Beautifulsoup, Selenium, Pandas, Seaborn, Numpy, and Matplotlib. Additionally, I have hands-on experience in machine learning with PyTorch, TensorFlow, Keras, DNN, GAN, CNN, and Scikit-learn. My commitment to transparency, quality, and full-time availability makes me an ideal choice for your project. Let's collaborate to bring your vision to life.

@zeljoslavd

Hi, please check my profile page,. then you can see my AI/ML projects. I can help you as AI Expert. Thanks

@DGM999

Hello, I’ve carefully reviewed your project and know exactly how to deliver results that are strategic, efficient, and tailored to your goals with no wasted time or guesswork, just real, measurable value. With several years of hands-on experience in C Programming, Python, Machine Learning (ML), C++ Programming, Software Development, Image Processing, OpenCV, Computer Vision, I bring not just expertise but a track record of delivering results that help clients move forward with confidence. My Portfolio: https://www.freelancer.ca/u/DGM999 If you’re looking for reliable, quality-driven support, I’m just a message away. Let’s make it happen. Best Regards, Sadat Saeed

@divyam12345

Dear Sir/Madam, I understand your requirements, and I am confident I can do the work. I have experience with computer vision and machine learning, and I can create a software that captures hand signs through your Mac’s webcam, recognizes each letter in real-time, and displays them as words on screen. I’ll also include an optional audio cue to pronounce each detected letter. I’ll use Python with OpenCV for video capture and integrate a lightweight model for accurate results. Let’s connect in the chatbox to discuss the project further, including the budget and timeline. To know more about my experience, let's talk in a freelancer call, and I can share more details and sample works in the chatbox.

@burhanmudassar

Experience camera software engineer. Your requirements are easy to deliver. Will deliver an end to end application that integrates all these components in an easy to read manner so you can build on it if need be

@etseazy

I’ve actually built gesture and camera-based recognition projects before, so this caught my eye immediately. A system like this technical and creative is exactly the kind I enjoy. I can build this using Python with OpenCV and TensorFlow (or MediaPipe for faster detection), optimized for your Mac’s integrated webcam. The software will: Capture and recognize each alphabet sign frame by frame Display the detected letters in sequence to form complete words Optionally use text-to-speech so every detected letter is spoken instantly Run smoothly on a mid-range MacBook with clear setup instructions You’ll get clean, well-documented code and a compact, ready-to-run solution that focuses on accuracy and responsiveness. Timeline: I can deliver the first working prototype within 3–4 days (real-time detection, text display, and basic speech output), followed by 1–2 days of testing and refinement to ensure smooth performance on your Mac. The full project will be ready in about 5–7 days total. Let’s make your idea come alive on screen, fast, reliable, and easy to use.

@ProfessorVats

I have successfully delivered similar projects with real-time processing and integrated audio features in Python/C++. My expertise in OpenCV, TensorFlow, and PyTorch ensures accurate and efficient results on mid-range devices. Let's discuss how I can tailor a strong and user-friendly solution meeting your requirements. We offer 24*7 support for seamless collaboration.

@sgwtechnology

As an experienced software developer with a deep understanding of both Python and C++, I believe I am a perfect fit for your Hand Sign Language Recognition project. I've honed my skills using technologies like OpenCV, TensorFlow, and PyTorch to deliver high-performing applications with optimal latency even on mid-range laptops. My dedication to utilizing publicly available datasets or pretrained models, while ensuring result accuracy and consistency, can help streamline the development process without sacrificing quality. What sets me apart from others is my team's end-to-end software development approach. From developing a solid architecture to delivering future-ready solutions, we've got you covered. Our expertise with .NET, MERN, PHP and Cloud technologies allows us to adapt to your technology stack preferences. Moreover, we foster an environment of transparent communication and agile methodologies - ensuring daily and weekly updates as well as guaranteed data security & privacy to keep you informed and involved throughout the process. So let's get started on creating a state-of-the-art Hand Sign Language Recognition System together!

@benw36

As a Full Stack Developer with a major in Python, I firmly believe I have the necessary skillset to meet and exceed your expectations for this ambitious Hand Sign Language Recognition System project. My proficiency in Python along with my vast experience in utilizing OpenCV, TensorFlow and PyTorch suits your project's technical preferences perfectly. Moreover, my knack for using pre-trained models and publicly available datasets while ensuring high accuracy and low latency aligns well with your requirements for efficient software. One of my key strengths is in handling real-time video analysis that will allow me to effectively leverage mac integrated webcam for alphabetic identification as needed by your project. Through my previous work on similar image-processing projects, I've acquired the capability to process frame-by-frame data on webcam feeds without any manual intervention - a skill that is essential in ensuring smooth streaming of each detected alphabet forming complete words. Furthermore, I comprehend the significance of delivering a user-friendly solution and, thus, I vow to provide you not only with a well-commented code but also an instructive read-me file for easy usage. My commitment toward timely delivery coupled with my passion for creating innovative solutions adds assurance to the quality of the product that you can expect from me. Let me assure you, your satisfaction is my topmost priority. Let's shake hands ("virtually") and make

@shimizg

Hello, With your project demanding significant understanding and expertise, I believe my extensive skills in C++ and Python, alongside 7+ years of software development experience, enable me to deliver the outstanding solution you need. Whether it's leveraging OpenCV for video analysis or implementing TensorFlow or PyTorch for a lightweight model, rest assured I'll prioritize delivering faster, more reliable results on your mid-range MacBook. As a full-stack developer with a deep knowledge of automation, I understand the importance of efficient and accurate workflows. Throughout my career, I've built various applications that streamline complex processes. In this case, I will ensure the webcam feed is analyzed frame-by-frame, ensuring every recognized alphabet appears instantly on screen while forming complete words without delays. Moreover, I possess an unyielding commitment to functionality and efficiency, which are crucial aspects of this project. I know precisely how to choose reusable datasets or pretrained models while maintaining accuracy and low latency. Overall, with my holistic approach to problem-solving and rigorous attention to detail, you should expect a hand sign language recognition system that not only performs brilliantly but also aligns with your exact vision of efficiency and precision. Thanks!

@alexa798

✅✅✅✅✅ Hi, Hope you’re doing well! I came across your project and it immediately caught my attention. As an experienced full stack developer, skilled in both frontend and backend development (Image Processing, Python, C Programming, OpenCV, Software Development, Computer Vision, C++ Programming and Machine Learning (ML)), I’ve successfully built and deployed several scalable web applications — so I fully understand your requirements and what’s needed to deliver a solid, high-performing product. My work philosophy is built on trust, responsibility, and transparent communication. I believe in writing clean, maintainable code and ensuring every feature functions exactly as intended. Here’s how I’ll approach your project: Requirement Analysis – Understand your goals and technical scope clearly. Architecture Planning – Design a secure and efficient system structure. Frontend Development – Build a responsive and intuitive UI using modern frameworks. Backend Development – Develop a reliable API and database integration for smooth operations. Testing & Deployment – Ensure performance, security, and scalability before launch. I’ve reviewed your attachment and will share detailed feedback shortly. I’m ready to start immediately and will keep you updated at every stage. I also provide post-launch support to fix or enhance features after delivery. Let’s connect to discuss your goals — I’d love to help bring your vision to life. Looking forward to collaborating,

@rajuv59

With my extensive experience as a Full Stack Developer and a keen interest in the field of Computer Vision, I believe I am the perfect fit for your Hand Sign Language Recognition System. My proficiency in both C++ and Python will enable me to choose the language that guarantees fast and reliable results - while not compromising on accuracy or latency. Given our preference for OpenCV in image capture, I assure you that I have worked extensively with this framework and can effectively utilize it for your project. Furthermore, I'm experienced with incorporating TensorFlow or PyTorch if required. My knowledge extends to leveraging pre-trained models and datasets, meaning you'll benefit from reduced development time without compromising on performance. Beyond technical skills, my aim as a freelancer is to deliver intuitive solutions with clear documentation, which will be an advantage as I develop your software. Demonstrated by my blockchain background, where transparency and efficiency are paramount, I've honed skills that prioritise accuracy and efficiency - qualities central to your project's success. Between my capacity to deliver both frontend and backend functionalities and my commitment to timeliness and project-focused work, I can assure you of a high-quality product that meets all your expectations. Good communication is key for any successful endeavour, and I vow to ensure it throughout this process. Let's work togethe

@aarona24

✅✅✅✅✅ Hi , Hope you’re doing great! I just came across your project and it sounds like an excellent opportunity to collaborate. I’m Alex, an experienced Full Stack Developer with hands-on expertise in frontend, backend, and API development (C++ Programming, Computer Vision, Python, OpenCV, Software Development, Image Processing, C Programming and Machine Learning (ML)). Over the years, I’ve built dynamic web applications, e-commerce systems, and automation tools that are fast, scalable, and secure. I focus on delivering clean, maintainable code and ensuring every part of your system runs smoothly from start to finish. Here’s my typical workflow: 1️⃣ Project Discovery – Understand your goals, target users, and key features. 2️⃣ System Design – Plan architecture and choose the right technologies for scalability. 3️⃣ Frontend Implementation – Develop an elegant, responsive, and intuitive user interface. 4️⃣ Backend Development – Build strong server-side logic, APIs, and database structures. 5️⃣ Testing & Delivery – Perform quality assurance to ensure performance and reliability. ? Why Work With Me: Strong Full Stack experience (PHP, Laravel, React, Node.js, WordPress, Shopify) Excellent communication and long-term client relationships Focus on performance, scalability, and user satisfaction Always deliver on time with post-launch support I’m ready to start right away and keep you updated throughout the entire development process. Let’s discuss your requirements — I’d

@volhasapeha

Hello, As an experienced developer with a strong grasp on multiple development languages, including Python, I'm confident I can deliver the high-functioning and efficient sign language recognition system you need, using the preferred technologies of C++, OpenCV, TensorFlow or PyTorch. My specialties in backend development, databases & storage, and performance & security will perfectly align with the technical expectations of this project. I am skilled at utilizing machine learning models such as image classifiers which are an integral part of your project here. Having built scalable applications across various domains like web, mobile and blockchain, I understand the significance of robust architectural design. I'll ensure to generate clean and maintainable code for this script or small application that comes supplemented with clear instructions and commented code as requested. I'm accustomed to working on projects with sensitive functionalities (such as authentication) that require a holistic and meticulous approach when handling user data - a quality absolutely essential for your chosen freelancer. With your needs at heart, my solution would not just meet your primary requirements but also integrate well with the mid-range laptop you mentioned. Post-delivery, our collaboration doesn't have to end there. Having deployed many well-performing applications, I'm confident in offering long-term support post-deployment involving scalin Thanks!

@nazars60

Hello, I am excited about the opportunity to work on your Hand Sign Language Recognition System. Creating software that accurately captures hand signs and translates them in real time is a fantastic project, and I appreciate your clear expectations regarding the functionality and performance. My expertise in image processing and machine learning, combined with proficiency in both C++ and Python, positions me well to deliver a solution that meets your requirements. I envision a solution leveraging OpenCV for real-time video capture and a lightweight model from TensorFlow or PyTorch, ensuring low latency while maintaining accuracy. I will focus on ensuring that each recognized letter appears seamlessly on the screen, forming coherent words, while also implementing a text-to-speech feature for an auditory confirmation of the signs. With well-commented code and thorough instructions included in the deliverable, I aim to create a user-friendly application tailored for Mac users. I am confident that my approach will align with your vision and yield a reliable result. Could you clarify if there are any specific datasets you prefer or would like me to explore for improving recognition accuracy? Thanks, Nazar

@wilfrednjorog

Hello Atin, I am excited to take on your Hand Sign Language Recognition System project. I will utilize OpenCV along with either C++ or Python, focusing on delivering real-time recognition with audio feedback, ensuring each letter appears seamlessly on screen as you envisioned. With my expertise in machine learning and image processing, I'll ensure optimal performance on mid-range laptops. You can expect a runnable application with well-commented code and clear instructions for easy setup on your MacBook. Thanks, Wilfred

@rajm252

As a full-stack developer adept in both the front-end and back-end realms, I can build the sturdy, scalable, and inventive software that you seek. The ample amount of experience I possess with Python is precisely what this project relies on to achieve its overall goal of hand sign language recognition. A keen knowledge of OpenCV for image capturing further assures me that I can provide you with the functionality and accuracy you desire from the webcam analysis. Though not mentioned in your preferences, my proficiency in TensorFlow is something that would give your project an added edge. Its machine learning capabilities could assist in creating a highly efficient model for real-time alphabet detection without compromising on its lightweight nature -- something important given your preferred tech-stack Time is money, and accuracy is essential when it comes to hand sign language recognition. My background as a Full Stack Developer has trained me well in juggling different technologies to maintain seamlessness. Timely delivery with clear communication is something you can trust me on. Let's not just build a functional software but dare to amaze!