AI-Powered Near-Miss Analysis Module Development

As an AI/ML experienced developer, I bring an extensive background in creating smart systems like the one you seek. My work involves not only Natural Language Processing but also Computer Vision, an intersection of skills that is directly applicable to your project. I have experience with Transformer models like RAG and understand various operations in Machine Learning, from Hidden Layers to Optimization and Backpropagation, which is key for model fine-tuning required for traffic camera data analysis. In previous projects, I've implemented neural search and retrieval engines, leveraging my knowledge of Transformers and Deep Learning to generate informative content with high accuracy. My familiarity with object classification using YOLO will enable me to create a robust and efficient algorithm for detecting near-miss incidents in mixed environments. What sets me apart is my adaptability: whether it's working on text generation such as intelligent prompts or visual applications such as traffic camera analysis, I am confident in my ability to deliver innovative yet pragmatic solutions. Together, we can improve road safety by leveraging AI's power to turn data into actionable insights that save lives. With my solid understanding of Computer Vision and Machine Learning algorithms and proven track record in developing real-time software solutions, I believe I can make a substantial contribution to your project

Hello ATpix, I understand you need a software developer to create an AI-powered Near-Miss Analysis Module that focuses on cyclist incidents in mixed traffic environments. My approach involves developing a real-time solution that effectively analyzes traffic camera data using advanced Computer Vision and Machine Learning techniques. I have prior experience with similar projects, where I built systems capable of detecting and classifying events in real time, which resulted in tangible safety improvements. I will ensure the module not only meets your requirements but also provides actionable insights to improve road safety. I can share examples of previous projects where my skills in AI and software development played a crucial role in successful outcomes. Can you share more about the specific metrics you want to measure for the near-miss incidents, and any particular features you're envisioning for the module? Thanks, Muhammad Awais

Hi there,I'm biddin on your project "AI-Powered Near-Miss Analysis Module Development" I have read your project description and i'm confident i can do this project for you perfectly.I still have a few questions. please leave a message on my chat so we can discuss the budget and deadline of the project. Thanks. .. .

Hello, I appreciate your interest in developing an AI-powered Near-Miss Analysis Module. I understand that your goal is to create a real-time solution that focuses on detecting and classifying cyclist near-miss incidents using data from traffic cameras. With my strong background in Computer Vision and Machine Learning, I am confident in my ability to deliver a robust software solution that enhances road safety through actionable insights. I have previously worked on projects involving similar technologies, honing my skills in analyzing visual data and implementing efficient algorithms. My approach would involve thorough data analysis, the development of comprehensive models, and real-time processing capabilities to ensure accurate detection of near-misses involving cyclists. What specific metrics or performance indicators will you use to evaluate the success of the Near-Miss Analysis Module? Thanks, Shamshad

Since 2015 I have been working in C/C++/C# programming. So more than 9(nine) years of experience in C/C++/C# programming. I can build any class, function or method for you. Also expert in data structure building and OOP. Very good in C++ MFC and C++ WinUI 3 for GUI design to build Windows and Console applications and C/C++/C# image processing. Also expert in C/C++ GPU CUDA programming and expert in Driver Development in C. If you want a good delivery of the project, then send me a message, please.

Hi there , I have skimmed thorough the attachment on your project I'm bidding on your project "AI-Powered Near-Miss Analysis Module Development". Let's dive in and have a meeting I am expert in this area. 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. Regards, Usama ..

Hello, I have 7+ year experience in Machine Learning, Deep Learning and Computer vision. I can help you to develop AI powered miss analysis module for mixed environment and also improve the road safety through actionable insight . Please leave a message on my chat so that we can discuss the project.

Hello there, I am a senior software developer and I can do it as required and on time with high quality. Regards,

As a skilled software engineer with an extensive background in multiple programming languages, including C# and Python (Flask, Django, Pyramid, AIOHttp), I am confident in my ability to deliver on your AI-powered Near-Miss Analysis Module development project. Having worked across multiple frameworks such as .Net, .Net Core, and Angular to name a few, I understand how to leverage the power of technology to drive impactful solutions. Consider my proficiency in Computer Vision and Machine Learning an asset to this project. In the past, I have developed algorithms that precisely detect and classify images which aligns perfectly with your need to analyze traffic camera data for near-miss incidents. As a full-stack developer, I can guarantee a real-time software solution that doesn't compromise on accuracy or speed. What sets me apart is my commitment to customer satisfaction. With over 10 years in the field, I know how important it is to prioritize not just the technology, but the end-user's needs. Let's work together to create a transformative software module that significantly enhances road safety, especially for cyclists.

I am a Computer Vision and Machine Learning expert with a strong background in AI and software development. I have experience in analyzing traffic camera data and can develop a real-time AI-powered Near-Miss Analysis Module with a specific focus on cyclist near-misses. I will prioritize cyclist safety and aim to deliver actionable insights to improve road safety. I have successfully worked on similar projects and can provide a comprehensive approach to this task.

My proposal for you needs is a MultiTask Network in Pytorch specifically as most research is carried on it. To be more specific, I'm seeing 2 heads: one for classification and one for detection. The input is the camera image. The backbone would be a ResNet50 (I'm presuming not much hardware limitations). Classification head would classify the scene if near miss or not, so I say a a regular CNN. Detection for bicycles would be and SSD over which I implement Softmax and NMS. My bid is that by breaking down your problem into 2 separates, by classifying and then specifically detecting bicycles the network focuses towards near misses. This all can be done in python. 20% of the time is code writing, 40% training DB preparation and 40% training. Q: Do you already have a dataset? Q: Will you provide the training infrastructure? Q: Any platform or hardware limitations? (I'm thinking if quantization is a matter of relevance for this problem)

Hello , ⭐ full stack developer is here ⭐ I have thoroughly reviewed your requirements and am very interested in this opportunity. As a full stack developer with extensive experience leading large-scale applications alongside U.S. and European teams, I am well-equipped to deliver high-quality results. I have rich experienced in C++ Programming and Computer Vision. I am committed to completing your project on time and ensuring your complete satisfaction. I am ready to discuss your project in detail and can start immediately. Let's discuss more details via chat. Thanks

Drawing from over a decade of experience in the IT industry, my team and I are immensely qualified to take on your project. Our skill set perfectly aligns with the exact demands of your job, from our deep understanding of computer vision and machine learning to our proven track record in AI/ML application development. In fact, we've previously developed real-time modules focusing on cyclist near-misses, giving us valuable insights into the kind of work you require. Apart from being reliable and cost-effective developers, we ensure 100% client satisfaction - a commitment I extend to you for this project. As a bonus, our transparency and strong technology competency will keep you informed throughout the process. We understand that this isn't simply about delivering a software solution but improving road safety and saving lives through your actionable insights. In short, choosing us would mean selecting a team committed to delivering world-class results while prioritizing data security, quality, and maintenance support. Best, DK

Greetings! I'm a professional in providing high quality AI-Powered Near-Miss Analysis Module Development 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

Hi, Could you let me know if there are any specific traffic camera data formats or systems you'd like the module to be compatible with? Additionally, are there any particular metrics or reports you'd like the AI module to focus on for cyclist near-misses? I have over 10+ years of experience in AI, Computer Vision, and Machine Learning. I will develop a real-time Near-Miss Analysis Module that uses traffic camera data to detect and classify cyclist near-misses. My approach will leverage advanced algorithms to ensure accurate and actionable insights. Please kindly ignore the current bid amount; I’ll finalize pricing once you answer the question above. Feel free to let me know if you’d like to see relevant projects from my portfolio. Best Regards, Imran Arshad

Hello, Woon here, ready to assist with the development of the AI-Powered Near-Miss Analysis Module. With a strong background in computer vision and machine learning, I have successfully completed projects focused on traffic analysis and incident detection, which involved real-time processing of video data. I can implement algorithms that specifically identify and classify cyclist near-miss incidents, ensuring a focus on improving road safety. My previous work includes developing a similar module for pedestrian safety, demonstrating my capability to handle mixed environments effectively. A technical question I would like to discuss further is whether you have specific traffic camera data formats in mind, as this will influence our initial setup. Looking forward to contributing to this project. Best regards, Woon,

Hello, With the ever-increasing concern for road safety, your project resonates deeply with me because I genuinely believe in utilizing technology to make a difference. My proficiency with C++ Programming and my extensive knowledge in AI, specifically Computer Vision and Machine Learning, make me an ideal fit for your project. Over the course of my career, I've leveraged this expertise to build solutions that have improved efficiency and safety. Essentially, I can provide you with a comprehensive real-time software solution that effectively evaluates traffic camera data to detect and prioritize cyclist near-miss incidents. In terms of prior experience, I've successfully deployed AI-based applications that perform critical tasks like Object Detection and AI-Based Document Processing. To bring this experience full circle, I also have the necessary skills in Databases including MySQL, MS SQL, PostgreSQL, Mongo DB for effective data management. Regards, Janith.