Sign Language Translation Model Enhancement

₹2500-3000 INR

In Progress

Posted 4 months ago

₹2500-3000 INR

Paid on delivery

I've completed a sign language translation project utilizing a Transformer model. Unfortunately, it doesn't accurately predict both the expected gloss and text hypothesis during inference on the validation and testing sets. Your task is to update the project without altering the defined model architecture, to ensure accurate predictions. Key Tasks: - Fix the prediction issues for both gloss and text hypotheses. - Optimize the project to improve translation evaluation metrics on the validation and testing datasets. I've already attempted a variety of techniques, but have not been successful. The model's current predictions for both gloss and text hypotheses are incorrect. Hence, I need a specialist who can troubleshoot and enhance this model, with a focus on improving the translation evaluation metrics.

Machine Learning (ML)

Deep Learning

Natural Language Processing

Transformer Model

Convolutional Neural Network

Project ID: 39210510

About the project

1 proposal

Remote project

Active 4 mos ago

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Awarded to:

@fouziap7

As a highly experienced Python developer with a strong focus on Machine Learning, I am confident in my abilities to tackle and resolve the issues you're facing with the sign language translation model. With 5 years of experience under my belt, I've crafted innovative and efficient solutions for numerous complex challenges, much like your project requires. My expertise in Python's versatility, especially in areas such as data analysis, automation, and machine learning, allows me to not only understand but develop robust models that meet client-specific needs. In fact, I've honed my skills with libraries like TensorFlow and developed a deep understanding of their functionalities, which will be key in troubleshooting and enhancing your current Transformer model. Lastly, my commitment to clear communication and timely delivery will ensure your project won't just be solved efficiently but also within the time constraints you require. I am excited about the opportunity to leverage my skills and contribute to the success of your project. Let's get started on creating accurate predictions and optimizing your model for improved evaluation metrics!

₹2,500 INR in 2 days