Adding specific code of ROC and AUC in my code using Python (Pytorch)

Hi There, Thanks for posting the opportunity. I am data scientist and ML expert and can create a code snippet for your classification results. I can add receiver operating characteristic curve and Area Under curve visualization in your colab script using pytorch. We can connect to discuss more. Regards Sameer A

As an experienced Data Scientist specializing in Deep Learning and Machine Learning with a strong background in Python and PyTorch, I am confident in my ability to meet and exceed your requirements. Your project seems to be designed for someone like me who's not only proficient at writing Python code but also capable of handling complex tasks like multiclass classification of histological images. The addition of the ROC and AUC functionality you require is well within my technical purview. Having applied these techniques extensively throughout my career, I have the expertise to implement them promptly and effectively in your code. I'll ensure that the output is delivered to you in a structured report form while also saving it directly into your Google Drive. Furthermore, given the sensitivity of medical data, I completely understand the significance of data privacy. Hence, you can trust that during our collaboration, all necessary precautions will be taken to maintain confidentiality. Thank you for considering me for this project; I look forward to positively influencing your medical image analysis process through this task.

Yo! If the Adding specific code of ROC and AUC in my code using Python (Pytorch) is deleted please open my portfolio link and hire me through my profile and lets discuss your project details I have completed similar task in the past and can assure you of exceptional and original work within the agreed deadline. I have skills in Pytorch, Python, Deep Learning and Machine Learning (ML) please contact me to discuss your project in detail. Regards.

Hello, I am a computer vision engineer. I have done many similar tasks.

As a seasoned Python and PyTorch expert with a strong background in medical image analysis, I'm well-equipped to fulfill your requirements for adding ROC and AUC evaluation to your multiclass classification model in Google Colab. I understand the importance of data privacy for medical data and will ensure that all necessary precautions are taken to maintain confidentiality. With my expertise, I will seamlessly integrate the ROC and AUC code into your existing project, provide detailed reports with class-wise ROC and AUC percentages, and save the results directly to your Google Drive for easy access. My experience and commitment to excellence make me the ideal candidate to enhance the efficiency of your medical analysis process. Let's work together to achieve your goals effectively.

Hello, Raneem A.. I am an experienced Machine learning engineer in AI field. I have just read your project description carefully and fully understood your requirements. I have top programming skills like Machine Learning (ML), Python, Pytorch and Deep Learning. I think I am very familiar with Python and its libraries. I am proficient in AI projects and also Website design. In my previous career I have done many AI projects and always delivered good results. I always had good time and good relationship with my clients. I am sure I am the most proficient in your project and I can give you perfect result in time. If you hire me, I will serve for you. Thanks.

As a Python developer, I understand the importance of incorporating metrics like ROC and AUC into your code, enabling the measurement of predictive model effectiveness in your medical analysis. Curating comprehensive report on your multi-class classification for histological images, complete with plot visualisations and macro averages is something I'm passionate about. To ensure topnotch performance in your project, I ensure strict adherence to the code you'll provide and understand the responsibility of handling medical data with confidentiality and integrity. Having built web applications geared towards user authentication and database integration, among other things, my skills demonstrate adaptability to diverse needs. Lastly, my expertise also extends to 2D and 3D design giving me a unique advantage of visualizing the complexity of medical imaging through PyTorch. Let's work collaboratively to revolutionize your medical analysis process by expanding upon its features.

Hi there! With over 5 years of dedicated experience as a writing professional, I bring a wealth of expertise across Machine Learning (ML), Python, Deep Learning and Pytorch . My extensive background in this field ensures that my clients receive work of the highest caliber, meeting and exceeding all specified requirements. The depth of my knowledge guarantees a prompt delivery, affording you ample time to thoroughly review the work . I am committed to providing excellence, promising top-notch quality work that aligns seamlessly with required instruction I invite you to choose me as your trusted partner for a seamless and successful collaboration.

With respect to the Python (Pytorch) project you have at hand, I understand the vital need for accuracy and precision when it comes to medical data analysis, which is why my profile aligns seamlessly with your requirements. Although I don't have direct experience with the specific task of ROC and AUC codes, my extensive Python background primes me for swift adaptation to new libraries such as Pytorch. Throughout my career in web development, I've embodied a learning-centric approach that enables me to grasp new tools expeditiously. As a web developer, I confirm substantial knowledge in Python, one of the primary coding languages PyTorch employs. Furthermore, my expertise in various cloud services like Amazon CloudFront is guaranteed to help me effectively save your results in Google Drive as required. Besides the technical aspects of this task, my proficiency will extend to post-task metrics collections as well. This means you can rely on me not only for generating accurate reports but also for storing and organizing those reports effectively. Lastly, given my commitment to delivering optimal user experiences regardless of the domain, you can trust that maintaining data privacy is of paramount importance to me. Let's come together and combine our expertise in favor of your medical project, adding valuable insights by successfully implementing ROC and AUC codes into your existing code.

As a Python expert with a deep-rooted knowledge and experience in PyTorch, I believe I am an impeccable fit for your project. With over 4 years of software development experience, specifically in Machine Learning and data science, I have been adept at developing mid to large scale applications from scratch to the final stage. My proficiency with ROC and AUC is highly significant here. Considering your data privacy requirement, it is integral for me to highlight my previous experience of medical image classification which also involved printouts and plotting using these matrices. I can assure you that not only will I apply the specific code well while following your detailed requirements, but also print a comprehensive report that includes the results of ROC and AUC with the class names along with percentages. Respecting your emphasis on data security, I will save the results directly into your Google drive from Colab, ensuring complete confidentiality. To sum up, my combination of Python expertise, Pytorch proficiency and dedication towards delivering quality work make me an ideal choice for this project. My previous experiences of handling similar tasks and my understanding of medical data privacy underscore my suitability for this job.

Dear Client, Thanks for your Adding specific code of ROC and AUC in my code using Python (Pytorch). I hope this message finds you well. I am writing to express my interest in your project and to offer my services as a freelancer with expertise in Python, Pytorch, Machine Learning (ML) and Deep Learning. I have 8 years of experience working as a freelancer, and during this time, I have successfully completed various projects in the mentioned technologies. My skills and qualifications include: Python: I am proficient in Python and have extensive experience in developing web applications, backend systems, and data processing scripts using popular frameworks such as Django and Flask. I am well-versed in object-oriented programming and have a strong understanding of software design principles. Django: I have hands-on experience in designing and developing web applications using the Django framework. I am skilled in creating RESTful APIs, implementing authentication and authorization mechanisms, working with databases (including PostgreSQL and MySQL), and deploying applications to cloud platforms such as Heroku and AWS. Java: I am proficient in Java and have worked on several projects using Java-based frameworks and libraries. I have expertise in developing enterprise-level applications, implementing server-client architectures, and integrating third-party APIs. Web Scraping: I have a deep understanding of web scraping techniques and tools such as BeautifulSoup and Scrapy. I am experienced in extracting data from various websites, handling different types of data formats (HTML, XML, JSON), and performing data cleaning and transformation tasks. In addition to my technical skills, I am a highly reliable and professional freelancer. I am committed to delivering high-quality work within agreed-upon deadlines and ensuring client satisfaction. I would be happy to discuss your project requirements in more detail and provide you with a tailored solution that meets your needs. Please feel free to reach out to me with any questions or to schedule a call or meeting. Thank you for considering my bid. I look forward to the opportunity to work with you and contribute to the success of your project. Best regards.

Hi, I've read your description carefully. I have full experience with Python, Machine Learning. I think you can check my skills in my portfolio. I've also worked on several similar projects. So I can complete your project with high quality on time. Looking forward to hear more about the project from you via chatting. Thanks & Best regards!

Hi I reviewed your project description and understood your requirement to implement ROC and AUC code seamlessly into existing PyTorch multiclass classification code on Google Colab. Generate comprehensive report with class-wise ROC and AUC percentages, including macro average, and save directly to Google Drive. Expertise in Python, PyTorch, and data privacy in medical data required. My robust technical skills include following: Python Machine Learning Deep Learning AI PyTorch TensorFlow Keras etc. with over 5 years of experience as AI Engineer, with an emphasis on Deep Learning, I will be the best fit for your requirement. Let's connect via chatroom here for further discussion related to the project features in details. Eager to work with you. Kind Regards, Dinjan Infotech Team