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Hockey Performance AI Boost

$3000-5000 USD

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Disiarkan sekitar 2 bulan yang lalu

$3000-5000 USD

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I'm seeking an experienced AI and data analysis expert to design a comprehensive system tailored for hockey players' performance improvement. This project will integrate detailed video analysis with critical statistical data and tactical insights to offer personalized feedback and actionable strategies for enhancing player performance. **Key Project Requirements:** - **AI and Video Analysis**: Implement AI-driven tools to scrutinize hockey game footage. Skills in computer vision and machine learning are essential to annotate videos with feedback highlighting areas for improvement. - **Statistical Performance Analysis**: Incorporate statistical analysis to evaluate player performance thoroughly. Proficiency in data analysis software and an understanding of hockey-specific metrics are necessary. - **Tactical and Strategy Recommendations**: Generate strategic advice based on the combined insights from video and statistical analysis. Experience in coaching or strategic planning in hockey will be advantageous. - **Data Sources Utilization**: The system must seamlessly integrate two primary data sources: existing game footage and collected player statistics. Hence, capabilities in data integration and processing are vital. **Ideal Skills and Experience:** - Strong background in AI, particularly in machine learning and computer vision, as applied to sports analytics. - Solid experience in data analysis and statistical modeling within athletic contexts, ideally hockey. - Knowledge of hockey tactics and strategies, with the ability to translate analytical insights into practical advice. - Proficiency in software development for integrating various data sources and presenting insights in an accessible format. This project will serve as a revolutionary tool for hockey coaches and players, empowering them with a data-driven approach to performance optimization. Qualified freelancers with a passion for sports technology and a track record in delivering similar systems are encouraged to bid. Step by Step Creating a system to analyze individual player footage and provide corrective suggestions for improvement involves a multi-step process, combining computer vision, machine learning, and user interface design. Here's a detailed breakdown of each stage: 1. Data Collection and Preprocessing: Collecting Footage: Obtain video footage of individual players in various game situations, preferably from multiple angles and perspectives. Data Annotation: Annotate the footage to label players, the puck, and key actions such as shooting, passing, and skating. Data Cleaning: Remove any irrelevant or noisy frames from the footage. Frame Extraction: Extract individual frames from the video footage to feed into the computer vision model. 2. Computer Vision: Player Identification: Use object detection algorithms (e.g., YOLO, Faster R-CNN) to identify and track players and the puck in each frame. Player Tracking: Implement tracking algorithms (e.g., Kalman filters, optical flow) to track players' movements across frames. Action Recognition: Train a convolutional neural network (CNN) to recognize different actions performed by players (e.g., shooting, passing) based on the tracked player positions and movements. 3. Performance Analysis: Feature Extraction: Extract relevant features from the player's actions, such as speed, acceleration, shooting angle, passing accuracy, etc. Performance Metrics: Define performance metrics based on the extracted features to evaluate the player's performance in different aspects of the game. Comparison with Standards: Compare the player's performance metrics with predefined standards or benchmarks to identify areas for improvement. 4. Correction and Recommendation Generation: Rule-Based Suggestions: Define a set of rules or heuristics to generate corrective suggestions based on the player's performance metrics. For example, suggest adjusting shooting angle for better accuracy or recommend positioning for optimal defensive coverage. Machine Learning Models: Train machine learning models (e.g., decision trees, reinforcement learning agents) to generate personalized recommendations based on the player's performance data and historical trends. 5. Feedback Integration: User Interface Design: Design a user-friendly interface where coaches or players can upload footage, view analysis results, and provide feedback. Feedback Loop: Integrate a feedback mechanism allowing users to accept, reject, or comment on the AI-generated suggestions. Use this feedback to refine future recommendations. 6. Implementation: System Integration: Integrate the computer vision, machine learning, and user interface components into a cohesive system. Deployment: Deploy the system on a suitable platform (e.g., web application, mobile app) accessible to coaches and players. Testing and Validation: Conduct extensive testing to ensure the system's accuracy, reliability, and usability. 7. Continual Learning and Improvement: Data Collection: Continuously collect new footage and performance data to keep the system up-to-date. Model Retraining: Periodically retrain the machine learning models with the latest data to adapt to changing player behaviors and strategies. Feedback Incorporation: Incorporate user feedback into the system to improve the relevance and effectiveness of the recommendations over time. 8. Ethical Considerations: Privacy Protection: Ensure that the system complies with privacy regulations and safeguards the confidentiality of players' personal data. Bias Mitigation: Regularly assess the system for biases and ensure fair treatment across different players and demographics. Transparency: Provide transparency into the system's decision-making process and allow users to understand how recommendations are generated. By following these detailed steps, you can create a comprehensive system that leverages AI to analyze player footage and provide actionable insights for improvement in hockey performance.
ID Projek: 37785707

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35 pekerja bebas membida secara purata $4,293 USD untuk pekerjaan ini
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I am an AI and data analysis expert with a strong background in machine learning and statistical modeling. I have experience in hockey-specific metrics and tactics, and the ability to integrate data sources for comprehensive performance analysis. My passion for sports technology and track record in delivering similar systems make me the ideal candidate for this project.
$4,250 USD dalam 30 hari
5.0 (166 ulasan)
7.7
7.7
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Hey Good afternoon , Just finished reading the brief details . I see you have been looking for someone who has experience with these tech stacks Machine Learning (ML), Data Science, Statistics, Python and Statistical Analysis. I will request you to review my profile, skills, projects and customer feedbacks to confirm that I will be good fit for this job. I would like you to start the chat so we can discuss the project in detail and we will see how it goes. Questions: 1. These are all the requirements? If not, Please share more detailed requirements. 2. Do you currently have anything done for the job or it has to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 250 major projects only on freelancer.com. 2. I have not received a single bad feedback since last 5-6 years. 3. You will find 5 star feedback on last 100+ major projects which shows my clients are happy with my work. Portfolio: https://www.freelancer.com/u/AwaisChaudhry Timings: 9am - 9pm Eastern Time (I work as a full time freelancer) Thanks and regards, Awais
$5,000 USD dalam 14 hari
4.9 (15 ulasan)
6.9
6.9
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Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I have PhD from Tohoku University and have several journal publications on the subjects. You can see portfolio for my previous projects. I read about your project and am interested in working with you. Please send me a message so that we can discuss more. Best regards.
$4,000 USD dalam 7 hari
5.0 (44 ulasan)
6.8
6.8
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Hi there Jordan P., Good afternoon , Hope you're having a great time. I'm bidding on your project "Hockey Performance AI Boost" I am expert in Machine Learning (ML), Data Science, Statistics, Python and Statistical Analysis. please leave a message on my chat so we can discuss the budget and deadline of the project. I have read your project description and i'm confident i can do this project for you perfectly. Thanks ..
$5,000 USD dalam 3 hari
4.9 (18 ulasan)
6.4
6.4
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Hello,I have read the job description and I am interested in this job. I have 8 years experience in developing products using Python, Statistics, Machine Learning (ML), Statistical Analysis and Data Science. I have read your requirements and am ready to start working for you. My Portfolio: https://www.freelancer.com/u/AITSoft Regards, Shamshad
$5,000 USD dalam 14 hari
5.0 (39 ulasan)
6.3
6.3
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I am an experienced AI and data analysis expert with a strong background in sports analytics, particularly in hockey. With over 10 years of experience in developing AI-driven tools and statistical analysis, I am well-equipped to design a comprehensive system tailored for hockey players' performance improvement. My proficiency in computer vision, machine learning, and data integration, coupled with my knowledge of hockey tactics and strategies, enables me to provide personalized feedback and actionable strategies for enhancing player performance. I have a track record of delivering similar systems and a passion for sports technology. I kindly invite you to review my profile for feedback and portfolio and start chatting with me to discuss the project in more detail.
$4,000 USD dalam 7 hari
5.0 (8 ulasan)
6.5
6.5
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Hi there! As I have read, I see you need help professional to design a comprehensive system that improves the performance of hockey players and I could help you! I'm a professional Database Administrator and Analytics Engineer with more than 10 years of experience and more than 300 projects done here on this platform. I offer unlimited revisions and I don't require any payment in front. I always meet delivery deadlines working until I get the desired results. I know all the most used softwares to do this project specifically, I could even give you some other options in case you think is better to use other tools. Send me a message so I can show you my previous work and we can discuss more. Appreciatively, Giovanni.
$3,000 USD dalam 1 hari
5.0 (6 ulasan)
4.8
4.8
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Hello, I am excited to submit my bid for the development of your cutting-edge hockey performance improvement system. With my extensive experience in AI, data analysis, and a passion for sports technology, I am confident in delivering a comprehensive solution that meets your project requirements and exceeds expectations. Utilizing advanced AI techniques, I will develop tools to analyze hockey game footage with precision, providing detailed annotations for player feedback. My expertise in machine learning and computer vision ensures accurate insights into areas for improvement. Additionally, I possess strong skills in statistical analysis and modeling, particularly in athletic contexts like hockey. I will integrate statistical performance metrics to provide a thorough evaluation of player performance, enabling personalized recommendations for strategic enhancement. My background in hockey tactics and strategies, combined with coaching experience, uniquely positions me to translate analytical insights into actionable strategies for players and coaches alike. I am proficient in software development for seamless integration of data sources, ensuring a user-friendly interface for accessing insights. Thank you for considering my proposal. I am eager to discuss further details and demonstrate how my skills and expertise align perfectly with your project vision. Best regards, Love Jain
$5,000 USD dalam 45 hari
5.0 (1 ulasan)
5.0
5.0
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Hi Sir, I do understand requirements of your project and willing to give my dedicated time but in my opinion your budget is very low which you set on freelancer website but if your budget range is just a placeholder to post the project, then i am definitely interested to talk more and give you my fixed estimated cost. I have 15+ years of experience working on different programming language, so i can assure you quality of work. Look forward to hearing from you. Thanks, Muhammad Abrar
$5,000 USD dalam 80 hari
5.0 (1 ulasan)
4.8
4.8
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Being a team of certified programmers with a strong background in computer vision, we are thrilled by the thought of leveraging our skills to amplify hockey players' performance. Our focus on Python and statistical analysis aligns perfectly with the core requirements of this project, ensuring that we not only integrate but also fully utilize game footage and player statistics to provide insightful actionable strategies. With a deep understanding of AI and Machine Learning, we appreciate the importance of tailor-made analyses, which is particularly crucial in sports analytics. Our prior experiences of creating efficient and accessible software also make us well-placed to handle the intricacies pertaining to data integration and processing. Lastly, our knowledge extends beyond AI-driven data analysis. We understand hockey on a strategic level having experienced it at multiple levels; as analysts, coaches even players. This expertise allows us to provide not only statistically sound feedback but also actionable tactical advice. The blending of technical proficiency with practical strategic thinking is what sets us apart in creating transformative systems like what is proposed here. Consider working with us to have your hockey performance AI boost match its promise!
$3,000 USD dalam 7 hari
4.5 (11 ulasan)
4.4
4.4
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Hello, Great to meet you. I am a senior AI and data analysis expert with a passion for sports. I am excited to apply my skills to enhance hockey player performance through my Hockey Performance AI Boost project. As a highly experienced Python programmer, I am well-equipped to implement advanced AI tools for video analysis and utilize statistical data to evaluate player performance. My keen understanding of hockey-specific metrics and strategic planning abilities will enable me to provide actionable recommendations for players' improvement. Let's work together to take hockey performance to the next level. Cheers.
$5,000 USD dalam 7 hari
5.0 (1 ulasan)
3.7
3.7
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Greetings! I'm a professional in providing high quality AI based hockey players' performance improvement service. I am a top-rated freelancer with about 15 years of experience, having served about 700 satisfied clients. Please message me to check my portfolio. Thanks, Revival
$3,000 USD dalam 30 hari
5.0 (2 ulasan)
3.0
3.0
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Hello I am professional Software engineer with specialization in NLP and algorithms development I have 4years experience in developing such Python based AI data analysis sports analytics solution I checked your scope of work Having expertise in PYTHON,R,C++,JAVA technologies Please open message box for me so we can discuss the details Thanks
$3,200 USD dalam 7 hari
5.0 (1 ulasan)
2.6
2.6
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Hello sir, Best of the day I have read your project requirements and am ready to start your project within your appropriate budget. I will provide you with a quilty project that will meet your needs. Let's discuss more in the chat section, I will be happy to assist you. Thanks & Regards Akhil
$3,000 USD dalam 15 hari
0.0 (0 ulasan)
0.0
0.0
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Hello >>>> AI and Video analysis expert >>>> As a AI expert, I have rich experience analyzing players' performance by monitoring players and balls in real time in soccer game videos. This is description about my previous work ; I have developed a system to analyze a foot ball match and obtained, 1. measurements of player movement profile. (speed, acceleration, etc.) 2. number of goals scored by each player 3. number of goals scored by each team 4. Heatmap video/image of ball touches by players Here I have used YOLOv8 to get the detections of Football and the players and used the tracking algorithms to track the players throughout the match. Tracker Options: 1. Byte-Track 2. OC-SORT 3. Strong-SORT Also develop a RESTAPIs to communicate with front end and indicate the statistics of the match. Here I have used to S3 buckets to store the frame data and MongoDB/MySQL to store the frame related metadata. Let's discuss more details via chat. Best regards
$3,000 USD dalam 45 hari
0.0 (0 ulasan)
0.0
0.0
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Drawing on over seven years of experience in web and mobile development, I am confident in my ability to deliver an AI-driven hockey performance analysis system that meets your needs. My proficiency in data integration and processing aligns perfectly with your project's emphasis on utilizing existing game footage and player statistics. Additionally, my background in machine learning and computer vision ensures that the system will be extensively capable of analyzing videos for detailed feedback regarding areas requiring improvement. Moreover, my understanding of hockey-specific metrics and proficiency in data analysis software make me uniquely suited to incorporate statistical analysis to evaluate player performance – a crucial requirement for this project. I am skilled at translating analytical insights into practical strategies, derived both from my familiarity with coaching as well as strategic planning in the context of sports. Ultimately, I am deeply passionate about sports technology, which comes across in the quality and precision I bring to my work. With your guidance and collaboration, I am excited to bring this revolutionary tool to life – one that will undoubtedly optimize performance for hockey players and enable them to perform at their full potential.
$4,000 USD dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
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Hi! I have read your details, and it seems like you're looking for a freelancer for the "Hockey Performance AI Boost system". Well, I have 8+ years of experience in Full-Stack development and have expertise in AL/ML, Python, JavaScript, Data Analysis, and Web Architecture. Regarding your project, I would like to ask a few questions for better clarification: 1. Can you please explain more about the nature of your project and business? 2. Will there be any third-party integrations required? 3. (AI and Video Analysis) ---> Can you please provide the complete workflow for this? 4. Is there any preferable tech stack required? 5. How do you envision implementing AI-driven tools for analyzing hockey game footage? Thank you for considering my application. I have put in a placeholder bid and would like to thoroughly discuss the requirements before kick-starting this job, kindly initiate the chat.
$5,000 USD dalam 45 hari
0.0 (0 ulasan)
0.0
0.0
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Hello, I'm excited to help revolutionize hockey performance improvement with an AI-driven video analysis and statistical insights system! With expertise in machine learning, computer vision, and data analysis, I'll help create personalized feedback and actionable strategies for players. Let's work together to optimize performance and drive success on the ice! BS, Martin
$6,000 USD dalam 20 hari
0.0 (0 ulasan)
0.0
0.0
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As an enthusiastic technology expert with a diverse skillset, I am passionate about leveraging AI and data analysis to drive transformative results. My name is Wong and I lead a team that shares my vision for delivering perfect solutions without any compromise. Drawing on my computer science background, I have developed strong competencies in several areas relevant to your project including Computer Vision and Machine Learning. These tools, perfectly suited for analyzing sports footage, align seamlessly with your project requirements. With hands-on experience in statistical analysis and a profound understanding of hockey-specific metrics, I've got what it takes to evaluate player performance comprehensively. The insights derived will not only identify areas needing improvement but also serve as the basis for generating personalized tactical and strategic recommendations for both players and coaches alike. One of my more significant strengths is my ability to integrate multiple data sources into an easily accessible format. This empowers users with comprehensive insights ready to be actioned upon. Combining my programming prowess in Python (and other applicable languages) with my knowledge of AI and data analysis, you can rest assured that your end product will be nothing short of cutting-edge and impactful. Your mission is our mission: perfection in every aspect, right down to the last detail
$4,000 USD dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
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Hey there, Having thoroughly understood the requirements, we're excited about the opportunity to develop a comprehensive system for improving hockey player performance. With our expertise in AI, data analysis, and sports analytics, we're confident we can create a revolutionary tool that empowers coaches and players with data-driven insights. Our approach involves a multi-step process that combines computer vision, machine learning, and user interface design to analyze individual player footage and provide corrective suggestions for improvement. We'll start by collecting footage and preprocessing the data, followed by implementing computer vision algorithms to identify players and track their movements. Then, we'll extract performance metrics and generate personalized recommendations based on the analysis. Finally, we'll integrate everything into a user-friendly interface accessible to coaches and players. This project promises to revolutionize how hockey performance is analyzed and optimized, and we're excited to be a part of it. Customer satisfaction is our utmost priority so feel free to contact us if you want more information to kickstart the work right away. Let's collaborate to create something truly groundbreaking! Looking forward to working with you on this exciting project! Best Regards, BiTMESH Technologies
$5,000 USD dalam 7 hari
0.0 (0 ulasan)
0.0
0.0

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Bendera UNITED STATES
White Bear Lake, United States
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Ahli sejak Feb 19, 2024

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