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Applying Class Incremental Learning

$30-250 USD

Closed
Posted about 1 year ago

$30-250 USD

Paid on delivery
My project is to add new custom dataset to the original one Incrementally. For example, I want to add new class while preserving other classes from previous model. The output will be a new class with the original one. To be clear, I have two classes named ( permanent teeth, primary teeth, and filling). Model 1 trained on PERM dataset ( single class) Model 2 used pre-trained from model 1 to train new class (PRIM dataset). The output should be ( two classes, PERM & PRIM). Model 3 used pre-trained from model 2 to train new class ( filling). The output after this model should be 3 classes and so on. I want to tackle the problem of catastrophic forgetting. Requirements: 1. Using Mask RCNN or U-Net versions ( TF & Keras) 2. Applied the continual learning approach similar to the attached (Class Incremental Learning) 3. Evaluate the mAP or others and accuracy for each class once we have more than one class. some research papers: - [login to view URL] - [login to view URL] - [login to view URL]:znrvB90XAY7wzof8iordssWWj2HPJSBBU7MjG-OHCy2Hn0IMsQsS7LbnKlT5ucaaKmBOh_XPSAR3&tag=1
Project ID: 36259587

About the project

14 proposals
Remote project
Active 1 yr ago

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14 freelancers are bidding on average $189 USD for this job
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Hey! I've worked on a number of projects similar to this one. I have a lot of experience and knowledge in this field. My knowledge of business also gives me an advantage in this situation. Looking forward for the opportunity. Thanks
$300 USD in 7 days
5.0 (29 reviews)
5.6
5.6
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Hello Sam, I hope this message finds you well. I will be able to help you with your project. I read through the description and it sounds like I am just the right person for it. I have the right skill set with sophisticated experience in Python and Deep Learning. As a next step I would like to discuss some further questions with you. Either over the chat or a call, whatever you prefer. For my references and qualifications: I graduated in Computer Science with highest grades from one of the most reputable universities in Germany. Currently, I am enrolled in the Master's program. During my studies, I already published a paper on the subject of Artificial Intelligence. Further, I managed to get a lot of hands-on experience by working in several companies that operate in the field of Computer Science. As a native German speaker who was living in Canada for a year, my level in English is proficient/fluent. Further, I am in the preferred Freelancer program, making me part of the top 3% on the platform. Many successful past projects can be seen on my profile page. I am looking forward to working with you and if you have any further questions I would be happy to answer them. Best regards, Simon
$200 USD in 3 days
4.9 (13 reviews)
5.4
5.4
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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
$140 USD in 3 days
4.4 (32 reviews)
5.5
5.5
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Hello, I examined your project description, and I confirm I can handle those tasks perfectly, as I am an expert in Python, Image Processing, Tensorflow, Keras, Deep Learning. I am prepared to handle projects requiring Deep Learning, Python skills. Please come over chat and discuss your requirement in a detailed way. Regards
$210 USD in 7 days
4.5 (66 reviews)
5.4
5.4
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Hi. How about you? I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has 10+ years of experiences. Please contact me to discuss about the project in more details. Thanks. Best Regards. From Bac.
$140 USD in 7 days
5.0 (15 reviews)
5.0
5.0
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Hello I'm a data scientist , i'm well experienced in machine learning and deep learning, and i have practised R and Python for 7 years ,so i will not have a problem with your project. I'm certified in Machine Learning from MITx( MIT on edx ) an advanced course and i'm actually continuing in the data science micromasters which includes other courses like statistics , probabilities, data analysis. You can check my profile to view my resume and my certificates.
$140 USD in 7 days
4.9 (52 reviews)
4.7
4.7
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Experienced in tensorflow and MLOps, can have a look on the resources and help out on the requirements
$250 USD in 4 days
5.0 (11 reviews)
4.7
4.7
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Hello Mate!Greetings Sam A., Good evening! I just checked your attachments and understands what you need exactly. As you can see in my profile I am skilled web engineer not just a normal developer with skills including Image Processing, Deep Learning, Tensorflow, Keras and Python. I checked for your project and interested in your project. I am skilled full stack computer programmer with skills including Website Design, MySQL, PHP, HTML and JavaScript.
 I have done several complex projects and provide continuous maintenance support. My goal has always been to provide reliable and efficient to my clients and so far I have been quite successful. I won't delay your project and will keep you updated with constant feedback and status of the work My Full Stack Development Skills 1. Frontend: Front-End HTML5, CSS/CSS 3, JavaScript, 2. Server Administration: Amazon Web Services, Digital Ocean, LAMP, Cloud, Apache, Apache Tomcat, NGINX. 3. Backend: PHP, GoLang, Ruby, Python, Laravel, CI, CakePHP. 4. Databases: Mysql, Oracle, PostgreSQL, MS SQL, SQLite, MongoDB. 5. Testing: Manual & Automation testing. 6. Frameworks: Angular Js, React JS, Symfony2, Laravel, Silex, Spring MVC, Rails, Django, Pyramid, Protractor, Selenium, Blockchain, Etherume, Vuejs 7. UI/UX: Photoshop, Sketch, Zeplin, Invision, Moqups. Type of projects we have delivered to our global clients: a. Enterprise Software Development, b. CRM Development, c. SAAS Product Development c. Web/Mobile Based Application development. d. All CMS website: Wordpress, Magento, Joomla, e. HRMS Software f. Multi-level Marketing (MLM) with crypto payment gateway f. E-commerce installation and customization g. Crypto Exchange Development I'm ready to start your project and I can start from now on. Please send a message to discuss more regarding this project. Have a great time
$155 USD in 5 days
4.5 (2 reviews)
3.0
3.0
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Hello there, I can help you to add new custom dataset to the original one Incrementally as you want Please send me message for more details thankyou
$140 USD in 7 days
0.0 (0 reviews)
0.0
0.0
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Hi there! I'm interested in your project to add new custom datasets incrementally to the original one, using Mask RCNN or U-Net versions (TF & Keras) and applying a continual learning approach. I have experience in implementing similar projects and would love to help you with this. My bid for this project is $300 and I estimate it will take around 08 days to complete, depending on the specific requirements and dataset size. Looking forward to hearing from you and discussing this project further. Please feel free to ask me any questions you may have. Best regards, Muneeb Suria
$300 USD in 8 days
0.0 (0 reviews)
0.0
0.0
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Hi Mate Sam A., I read your job posting and understand your requirements. I am a senior web developer who has a rich experience in Keras, Python, Deep Learning, Image Processing and Tensorflow. So, I have done a few projects similar to yours successfully and have a reputation by providing only the highest quality work. ❤️Please contact me. I have no projects now so can devote fulltime on this project immediately. ❤️ Fast work and high quality is ready for you. Regard.
$155 USD in 2 days
0.0 (0 reviews)
0.0
0.0
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Hi There, Trust you’re keeping good! We have highly-skilled .Net development professionals bringing more than 8 years in software design, development, and Integration. Experience of working on-site in Australia. Software Development Methodology using .NET Technologies, and Mobile App development using PhoneGap (Cordova), Ionic Framework, etc. Programming Languages: C#, ASP.NET, MVC, Core, WebApis, Blazor, Typescript, PL/SQL. Database Systems: SQL Server, My SQL, DynamoDB, MongoDB, PostgreSQL Javascript Frameworks: jQuery/Javascript, Angular, Node.JS Development Environments: Visual Studio Code, Visual Studio, SQL Server Management Studio Version Controls: Microsoft Team Foundation System (TFS), GitHub, SVN, SourceTree, Tortoise SVN Web Server: IIS Management, Site Deployment, SSL Implementation Below is Our .Net Portfolio : ~DataSure (Extract-Transform-Validate-Load tool)Machinery Scanner ~Online Residency Application ~PHRIS ~Wireless Level Crossing Management ~Teach Me At Home ~WIKA360 ~AbbeyGrey Security Systems We work on three different Models - >> Project Basis >> Hourly Basis >> Full-time dedicated or Monthly Basis Please let us know the best time available to discuss your project over chat. Awaiting forward to hearing from you soon. Best Regards, Gayatri
$250 USD in 6 days
0.0 (0 reviews)
0.0
0.0

About the client

Flag of UNITED STATES
Kansas City, United States
5.0
1
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Member since Nov 8, 2017

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