Build a deep learning model with domain generalization

Hi. This is not an automatic proposal. This project is for me. I'm an AI researcher with three years of experience in the field and I'm familiar with the task of paper reimplementation. Find more about me: [login to view URL] Importantly, I also understand the topic of Domain Generalization clearly. I wrote a series of tutorials about this topic (using Pytorch). Check my page: [login to view URL] For this project, this plan is as follows: - Implement the method, and ensure that the results on the PACS dataset match with reported results - Apply the method to the HAM dataset Let’s discuss this further.

Greetings! Thanks for posting this job. I have checked your project description and this is not an automatic reply and yes i have read the paper in description. ✅I'm AI engineer also Developer.✅ I am very familiar to Deep learning such as Tensorflow and Keras, Yolo,... I have a good hands on working with Python, AI, Big Data. I have quite a good knowledge of DL/ML Algorithm My area of expertise is building Image Processing, Classification/Prediction/Clustering, NLP, Mask-RCNN, Object recognize, Object detection. I usual using many technique and library, frameworks such as tensorflow, tesseract, machine learning such as CNN, DNN, FCRN, SVN etc. I understand your need for an experienced freelancer who can complete the project within a week's timeframe and provide reliable results. My skills include Deep Learning, which makes me an ideal candidate for this job as I know how to use this framework accurately and efficiently. Additionally, I provide 24/7 email support for businesses so you can rest assured that you will not encounter any issues while working with me. Additionally, my pricing is reasonable, so you won't have to worry about spending too much money on me while I work on your project.

Got it Code will be in Pytorch , I am ready to get start work from today and week is great for it . I am ready to get start work from today .

Hi , I am sure that I can do this job. I'm artificial intelligence engineer experienced in Machine/Deep Learning using Python programming. Here you can find projects similar to yours and my client reviews (https://www.freelancer.com/u/mohamedabdelall4). Feel free to contact me for further details because I am looking forward working with you. Thanks

I'm a senior Python & ML developer and owner & founder of Dedeoglu Dev Company. Kindly send me a message to get in touch with me, Thanks, Yusuf

Hello, how are you? I have checked the attached paper "Adversarial Teacher-Student Representation Learning for Domain Generalization". I have good machine-learning experience and I can implement this using pytorch. Please share your working file to check. I will wait for your response. Best regarding...

Pytorch, Deep learning expert. I can do it. As 9+ years experiences in these field. I can give good quality work. I have read the guidelines of your work.I believe that i can provide you the best quality works you are anticipating from this platform give me a chance to show you the best i can do at your service.

Hi, Dear Employer; I am Al.A from Korea. I have read your job post carefully. I can write clean, validated Python and Machine Learning code and make a device-supported M. File. I have over seven-plus years of experience in the /NLP /Machine Learning (ML) /, python/ MATLAB/ C program/C++ programs/ R programs/ Algorithm/Java. Please feel free and you may award me the task; I'd be happy and present you with the best products. Let's discuss this further via chat, and I'll start your project right now. Thanks! Al. A

Hi, I read your both of your research papers regarding student-teacher Representation Learning. I can do it for you in a single day. It is a deep learning CNN classification problem & data set is also mentioned. You suggest me to use HAM datset. It is good if you have done some work. I am expert in making CNN models using ResNET , VGG 16, Google NEt. I will use the model which gives you best results. So don't worry. Assign me the task & give me your instruction so that I may deliver you as soon as possible will meet you in the inbox Thanx

Hi! I have expertise with Deep Learning and AI. I can do your work. Waiting for your response so we can discuss further. Thanks.

✅ Full Experiences and Profound Knowledge in ⭐Classification with Python and Pytorch⭐✅. Hi, how are you? I am very confident to complete your project perfectly. I can start your work right now. Of course, since I am new here, then my job history and feedback score on freelancer is not sufficient, but you don’t need to worry! I can guarantee the quality of the job and deliver the result on time. I hope we will discuss in more detail via chat. Best regards! https://www.freelancer.com/u/KawlCarter

I have carefully read and understood your requirements for reproducing the method proposed in the paper you have shared. As a knowledgeable deep learning expert, I am confident that I can help you achieve your desired output within the given timeframe. I am well-versed in Pytorch and have extensive experience in image classification tasks, particularly with the HAM dataset. Additionally, I have gone through the pusedo code provided in the supplemental material of the paper, and I am confident that I can reproduce the proposed method. Regarding your requirement of not starting from scratch, I assure you that I will work on the code you have already written and identify the issues that are preventing it from providing the expected output. I will then proceed with implementing the proposed method as per the paper's instructions and ensure that it meets your expectations. Furthermore, I am committed to completing this project as soon as possible while maintaining the highest quality standards. I am confident that my expertise and experience will enable me to achieve this goal. Please do not hesitate to contact me if you have any questions or concerns. I am excited to work with you and look forward to a long and fruitful collaboration.

CERTIFIED ENGINEER, EXPERT IN ENGINEERING&SCIENCE, Dear Client, I have Keenly gone through your project requirements as given in your project description. I gladly inform you that i am in possession of all clearly stated required skills (Deep Learning and Pytorch) as this is my area of professional specialization having completed all engineering certifications and developed adequate experience in this field. I humbly request you to consider my bid for professional and quality services always, with no timeline and quality excuses, and 100% client satisfaction guaranteed. Message me we discuss more about the project. THANK-YOU and WELCOME.