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I’m looking for a clean, well-commented Python script that can watch a video and automatically recognise sports-related activities throughout the footage. The goal is straightforward: feed the script any common video file, and receive back a time-stamped rundown of the detected sports actions in JSON or CSV format. How it should work • The script loads a local video or stream, breaks it into frames, and applies an activity-recognition model focused on sports. • It should flag each segment with the recognised action label (e.g., “serve”, “dribble”, “goal attempt”, depending on the model’s scope) plus start and end times. • Accuracy matters more than real-time speed, so feel free to lean on deep-learning frameworks such as PyTorch, TensorFlow, or OpenCV-DL. Pre-trained weights are fine as long as you cite the source and show how to retrain or fine-tune. • The final output gets written to a single data file, ready for further analytics. Deliverables 1. A self-contained Python script (or notebook) with clear setup instructions and a requirements.txt. 2. Pre-trained model files or a download link. 3. Sample output file produced from a short test video I’ll supply. 4. Brief README covering usage, expected input formats, and how to extend the list of sports activities. Acceptance criteria • Runs end-to-end on my machine (standard GPU or CPU) following your README. • Detects and labels at least three distinct sports actions in the test clip with reasonable confidence scores. • Generates a structured output file with accurate timestamps. If you’ve tackled sports activity recognition before, especially using deep-learning tools, I’d love to see a quick demo or description of your past approach.
Project ID: 39737943
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⭐⭐⭐⭐⭐ Create a Python Script for Sports Activity Recognition from Video ❇️ Hi My Friend, I hope you are doing well. I’ve reviewed your project details and see you are looking for a Python script to recognize sports activities in videos. You don’t need to look any further; Zohaib is here to help you! My team has completed 50+ projects related to video analysis and activity recognition. I will create a clean, well-commented script that uses deep learning frameworks to deliver accurate results. The script will load a video, break it into frames, and apply a sports-focused activity recognition model. I will ensure the output is a time-stamped rundown of detected actions in JSON or CSV format, all within your budget. ➡️ Why Me? I can easily build your sports activity recognition script as I have 5 years of experience in Python development, deep learning, video processing, and data analysis. I have a strong grip on frameworks like PyTorch and TensorFlow, ensuring your project meets all requirements efficiently. ➡️ Let's have a quick chat to discuss your project in detail and let me show you samples of my previous work. I look forward to discussing this with you! ➡️ Skills & Experience: ✅ Python Programming ✅ Deep Learning ✅ Video Processing ✅ Activity Recognition ✅ PyTorch ✅ TensorFlow ✅ OpenCV ✅ Data Analysis ✅ JSON/CSV Handling ✅ Machine Learning ✅ Model Fine-tuning ✅ Code Optimization Waiting for your response! Best Regards, Zohaib
$150 USD in 2 days
8.0
8.0

Hello, Thank you so much for posting this opportunity it sounds like a great fit, and I’d love to be part of it! I’ve worked on similar projects before, and I’m confident I can bring real value to your project. I’m passionate about what I do and always aim to deliver work that’s not only high-quality but also makes things easier and smoother for my clients. Feel free to take a quick look at my profile to see some of the work I’ve done in the past. If it feels like a good match, I’d be happy to chat further about your project and how I can help bring it to life. I’m available to get started right away and will give this project my full attention from day one. Let’s connect and see how we can make this a success together! Looking forward to hearing from you soon. With Regards! Abhishek Saini
$250 USD in 7 days
6.7
6.7

Hello client, I'm Denis Redzepovic, an experienced developer with expertise in JavaScript, Python, Video Processing, PHP, OpenCV, Computer Vision, Software Architecture and Deep Learning. 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
$100 USD in 3 days
6.0
6.0

Subject: Full-Stack Developer to Deliver Your Project [Sports Activity Recognition Python Script] — Fast, Secure & SEO-Optimized Results Hi there, Thank you for outlining your project! I’d love the opportunity to bring it to life with precision, performance, and results you can count on. As a Full-Stack Web Developer with 7+ years of hands-on experience, I specialize in building modern, scalable, and conversion-optimized ecommerce websites across WordPress, WooCommerce, Shopify, Wix, Webflow, Laravel, PHP, React.js, Vue.js, and more. Here's how I’ll add value to your project: ✦ Fast, secure, and SEO-friendly development ✦ Clean, maintainable code built for long-term success ✦ Fully responsive design with modern UI/UX ✦ Hosting & domain setup: DNS, SSL, performance tuning ✦ Seamless API integrations, bug fixing, and ongoing support ✦ Transparent communication, on-time delivery, and post-launch care With 90+ 5-star reviews and a proven track record of delivering client success, I’m confident I can exceed your expectations. Portfolio & Reviews: https://www.freelancer.com/u/atifuiux Ready to start immediately — let’s chat and get your project moving! Best regards, Atif IS Full Stack Web Developer | UI/UX Specialist | Webflow Expert
$40 USD in 1 day
5.8
5.8

Hello, I can create a clean, well-commented Python script that processes your videos and accurately detects sports actions with timestamps. Using deep-learning frameworks like PyTorch or TensorFlow, I’ll ensure the script generates a structured JSON or CSV output, and I’ll provide clear instructions, pre-trained models, and a sample output. My approach prioritizes accuracy while keeping the setup straightforward, making it easy for you to extend or fine-tune for additional actions. I’m ready to start immediately and deliver a complete, end-to-end solution. Best Wishes, Fizza Nadeem
$80 USD in 4 days
5.5
5.5

Hello, As a full-stack developer with a specialization in Python, I have gained extensive experience in utilizing deep-learning frameworks like TensorFlow, PyTorch, and OpenCV-DL for object recognition tasks. I fully understand the scope and requirements of your project for a Sports Activity Recognition Python script and can guarantee its successful completion following the highest industry standards. Leveraging my rich portfolio of projects, I am ready to provide you with an innovative and cutting-edge solution to this sports activity detection challenge. Unlike many who use pre-trained models without fully understanding their functionality, I ensure transparency by citing all sources and providing retraining/ fine-tuning instructions. For me, accuracy isn't just crucial; it's paramount - This is why my Python scripts are meticulously structured and extensively commented for easy understanding, allowing for seamless transferability across different setups without compromising the integrity of data. In addition to delivering key project files such as the Python script, pre-trained model files, and a README file infantilizing usage and extensibility, I add value by providing an exhaustive brief on how you can modify or enhance the list of sports activities. With me at your side, rest assured you'll receive not only excellent deliverables but also a well-rounded experience that meets and exceeds your expectations. Let’s get started! Thanks!
$100 USD in 2 days
5.6
5.6

⚠️!!NB!! ⚠️ YOU NAME THE PRICE — I’LL DOUBLE THE IMPACT Hey mouradaka, I specialize in creating clean, automated Python scripts for deep learning tasks like sports activity recognition. No reviews? That’s your edge. While others coast, I’m hungrier. I execute fast, sharp, and with something to prove. This project isn’t just work — it’s my statement. Your success is my reputation. I’ve worked extensively with PyTorch and TensorFlow for similar projects, ensuring accurate detection of sports actions. I'll deliver a user-friendly script with a pre-trained model, clear setup instructions, and a detailed README. Let's discuss how we can exceed your expectations together! I’d love to chat more about your project! Regards, Casper
$150 USD in 7 days
5.5
5.5

With a track record of tackling similar projects, our team is uniquely equipped to address your needs with insight, agility, and a commitment to exceptional outcomes. Our expertise lies in developing clean, professional Python scripts for automated activity recognition. Leveraging deep-learning frameworks like PyTorch and TensorFlow, we excel at creating models that accurately detect sports actions in videos. We offer: • Custom Python script development • Expertise in PyTorch, TensorFlow, and OpenCV-DL • Experience with sports activity recognition using deep learning We would be delighted to discuss your project in further detail. Best Regards, Desmond
$150 USD in 7 days
5.3
5.3

Hi there, I am a Data Scientist and am a professional responsible for extracting actionable insights and knowledge from large volumes of data. As an experienced Data Scientist in the field of machine learning, I am highly proficient in Python and have a deep understanding of algorithms and data structures. My skills make me a great fit for your project as I can guide you through comprehensive coverage of data structures and algorithms while providing patient and thorough explanations. I have over 12-plus years of experience with Python Library Pandas, Karas, TensorFlow, NumPy, PyCharm, Py torch, Open CV, NLP, and others. With over a decade's worth of experience under my belt, including expertise in NLP, Natural Language Processing, Neural Networks, CNNs, RNNs, LSTM, GANs just to mention a few, I can provide you not only with knowledge but also how to apply it efficiently. Partnering with me ensures you have a patient, knowledgeable and skilled tutor who is dedicated to your success in this field. My top priority is to provide a high quality of work, https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev
$140 USD in 7 days
5.7
5.7

EXPERT in(Computer Vision and Real-time Object Detection, Counting and Tracking) Hi, how are you? I checked your detail carefully. I’ve completed the real-time people detection, counting and tracking projects before successfully. Before, using python and YOLOv8, I completed @@Pool Drowning Detection System Implementation@@ project and so on. You can check my works history on my portfolio. I am sure this field and I will do my best. I always thought "It is your job, it is also my job". Awarding me will be the fastest way to complete your task with the best rates possible. THANK YOU.
$140 USD in 3 days
5.7
5.7

Hi, I'm an experienced Python developer with the necessary skills to complete your project. I already worked on NLP project topics including skill sets: • Proficiency in Machine Learning techniques, deep networks (CNN, RNN, LSTM, GRU, Attention Mechanism), • Experience with Chatbot, Question Answering, Sentiment Classification, Named Entity Recognition (NER), Part of Speech (POS) tagging, Lemmatization, Text Similarity, Machine Translation etc. • Fine-tune ChatGPT, GPT (2, 3, 3.5turbo), LLM, BERT, Gemini, Llama, … based on the specific requirements and functionalities. • Experience training or adjusting LLMs (Hugging Face, DeepSpeed). • Strong programming skills, preferably in Python and relevant libraries like Pytorch, TensorFlow, scikit-learn, NumPy, Pandas, NLTK, spaCy, etc. which my skillset allows me to handle large datasets I believe I am the perfect fit for this project. With my skill set, you can be sure that you will receive high-quality results. If you're interested in hearing more about how I could help you, please don't hesitate to reach out! I can provide the requirements with minimum time and cost.
$160 USD in 7 days
5.8
5.8

Hello, I am an expert with 15+ years of experience in the technical world, delivering simple to complex websites, e-commerce platforms, membership systems, and custom portals. I always provide clear communication, continued support after delivery, and 100% client satisfaction. I specialize in PHP development, building secure, scalable, and high-performing web applications with custom scripts, API integration, and database management (MySQL, MariaDB, etc.). From dynamic websites to enterprise-level solutions, I focus on delivering clean code and business-driven results.
$100 USD in 7 days
5.2
5.2

Hello there. Mourad A., Good afternoon 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 PHP, JavaScript, Software Architecture, Deep Learning, Python, Computer Vision, OpenCV and Video 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
$30 USD in 7 days
5.2
5.2

Hi there, I'm Ahmed Hassan, a Senior Full-Stack Engineer based in California with over 15 years of hands-on experience in web and mobile application development. After reviewing your job posting, I’m confident that my background aligns closely with your project requirements and enough qualified for your project - Sports Activity Recognition Python Script. I’ve successfully delivered SIMILAR projects in previous roles—both as a senior developer and project manager—ensuring secure, scalable, and user-friendly systems tailored to business goals. I’d love the opportunity to discuss how I can contribute to your project’s success. Looking forward to connecting. Best regards, Ahmed Hassan
$100 USD in 3 days
5.1
5.1

Hello Mourad, I am excited to help you create a Python script for sports activity recognition! With my extensive experience in deep learning and computer vision, I’ll ensure the script interfaces seamlessly with your video files and accurately labels activities. I am committed to delivering well-commented code and a thorough README to guide you through setup and usage. Thanks, Hardik
$250 USD in 5 days
4.6
4.6

Hello, I am highly interested in your project. I can create a Python script that processes video files, extracts frames, and applies a deep-learning activity recognition model (using PyTorch or TensorFlow) to detect sports actions with start and end timestamps. The output will be structured in JSON or CSV for easy analysis. Could you clarify which sports actions you want initially, and whether multi-label detection is needed for overlapping activities? Also, what is the typical video length and resolution, and should the script support GPU acceleration if available? Finally, do you prefer pre-trained models only or include options for fine-tuning on custom datasets? I look forward to hearing from you. Thank you.
$250 USD in 7 days
4.8
4.8

Hello, As a seasoned developer with a strong foundation in Python, I'm confident that I possess the skills and experience necessary to fulfill your requirements for this sports activity recognition script. My expertise extends beyond just Python, incorporating several web and mobile app development languages. Building on these languages, I excel at working with popular databases - SQL Server, MySQL, PostgreSQL, MongoDB – and familiar with key deep learning frameworks such as PyTorch, TensorFlow, OpenCV-DL. All this amounts to one simple guarantee: an end-to-end functioning script executed on your standard GPU or CPU. Recognising your need for accuracy and admitting speed is not a compromise, I am well-positioned to utilize pre-trained models with fine-tuning still possible if required. As such, my results are competitively accurate and delivered in a structured format ready for further analytics. Additionally, my experience in game development (Unity3D) is valuable in this project because understanding motion is pivotal to both sports activity recognition and developing games. Besides meeting your project demands as outlined in the description properly, I believe that my capabilities extend to the world of 'what-next?'. Let me apply all my skills and ensure you get much more than you expected. Let's get started! Thanks!
$130 USD in 3 days
4.4
4.4

Hello Mourad A., I’ve reviewed your project description and believe I’m an excellent fit for this role. I recently completed a similar project just a month ago. My background covers PHP, JavaScript, Python, Software Architecture, OpenCV, Video Processing, Computer Vision, Deep Learning. Let's connect in chat so that we discuss this further. Regards
$130 USD in 7 days
4.5
4.5

HI, Mourad A. I just checked job description that I’m looking for a clean, well-commented Python script that can watch a video and automatically recognise sports-related activities throughout the footage I'm a specialist in Artificial intelligence agent development with 5+ years of experience in tenforflow, pytorch, keras, opencv, nvidia, etc. I have read your requirement in the description carefully and have understood them. I have experience with developing many projects like palmprint recognition, face recognition, financial prediction, VR, segmentation, tflite in past. I can assure you that you will get your project delivered in a timely and quality manner. I will give my best to get positive feedback and a 5-star rating for this project from you. Looking forward to hearing from you. Thanks. Best Regards
$155 USD in 1 day
4.5
4.5

Hello Mourad A., I hope this message finds you well. My name is Mikhail, and I'm reaching out to express my interest in your project titled "Sports Activity Recognition Python Script" With extensive experience and a strong skill set in Video Processing, Software Architecture, Computer Vision, Deep Learning, PHP, Python, OpenCV and JavaScript, I am confident in my ability to deliver outstanding results that meet your expectations. I have a proven track record of successfully completing similar projects, and I am eager to bring my expertise to your initiative. Understanding the importance of timely delivery and budget constraints, I am committed to providing efficient solutions without compromising on quality. I prioritize clear communication and collaboration, ensuring that we are aligned throughout the project's duration. I would be thrilled to discuss how I can contribute to your project's success in more detail over chat. Looking forward to the opportunity to work together. Best regards, Mikhail
$155 USD in 1 day
4.4
4.4

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