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NLP project with LayoutLM

main hypothesis will be that training LayoutLM with more data, that we acquire through data-augmentation, will increase performance on the 3rd task of the SROIE challenge. First we, will replicate the baseline model of LayoutLM and finetune it on the SROIE data as-is in order to try to recreate the results of the LayoutLM paper in our environment, making sure to keep track of hyperparameters such as the number of epochs trained and learning rates. Then, we will create our augmented dataset by replacing the targets of the information extraction task (revenue number, firm name, and address) with randomly generated ones that still have the correct format. We will then check whether using the augmented data during the fine-tuning task is helpful. Following this main test, we plan on doing additional analysis looking at whether additional self-supervised pre-training on the target dataset could be useful.

Навыки: Machine Learning (ML), Python, Естественный язык

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О работодателе:
( 2 отзыв(-а, -ов) ) New York, United States

ID проекта: #29908685

6 фрилансеров(-а) готовы выполнить эту работу в среднем за $219

saubhagyamweb

---- NLP project with LayoutLM ---- Hello, I am professional freelancer with a expertise in NLP, Data analytics making me a suitable person for your project. I have more than 6 years of professional experience in Nat Больше

$250 USD за 7 дней(-я)
(11 отзывов(-а))
6.1
Rajat6905

Dear Client Warm Greetings, I have been Python Developer for 3+ years and have experience of Building Management, Distributed, Database Applications. with Machine Learning, Ensemble Learning, Deep Learning implementa Больше

$240 USD за 3 дней(-я)
(8 отзывов(-а))
3.8
SJayTech

Hi, I am an experienced developer with 7+ years of experience. I will be pleased to do this project for you. Please inbox to discuss further details. Regards, Sharjeel

$199 USD за 7 дней(-я)
(1 отзыв)
2.3
sramireddy065

Hello Thank you for viewing my proposal I went through your project requirements. I'm sure that I can complete project. Please have a look at my some of online portfolios and work on GitHub to know more about me h Больше

$250 USD за 5 дней(-я)
(1 отзыв)
0.0
Synamatic

Hi, I have gone through your requirement of NLP project with LayoutLM and highly interested. I will deliver the project with 100% satisfaction and under deadline. I will do this job as per your expectation. Please come Больше

$140 USD за 7 дней(-я)
(0 отзывов(-а))
0.0
anushka03367

Hello, I have read your job posting and I am interested in the same. I have a B. Tech (Computer Science) and MBA from the very best universities in the country with an acceptance rate of 0.01% of the applicants. I ha Больше

$235 USD за 7 дней(-я)
(0 отзывов(-а))
0.0