Applying Class Incremental Learning
Budjetti $30-250 USD
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.
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:
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- [login to view URL]:znrvB90XAY7wzof8iordssWWj2HPJSBBU7MjG-OHCy2Hn0IMsQsS7LbnKlT5ucaaKmBOh_XPSAR3&tag=1
16 freelanceria on tarjonnut keskimäärin $189 tähän työhön
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 Lisää
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 detai Lisää
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 Lisää
Experienced in tensorflow and MLOps, can have a look on the resources and help out on the requirements
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 includi Lisää
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
Hello. I have read your job posting carefully and I'm really excited to have a chance to get a job which is a good fit for my skill set. As I am a Machine Learning Engineer, I have developed some AI projects such as Lisää
Hello Client Here is AI Engineer. I am familiar with Image processing. My strong skill is Python with Pytorch, Tensorflow, Keras and etc. Please give me chance to show my skill and previous experience via call or chat. Lisää
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 imp Lisää
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 Lisää
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. Soft Lisää