Classification Model Training/Testing with BERT/RoBERTa/ModernBERT in GCP

Devam Ediyor İlan edilme: 1 ay önce Teslim sırasında ödenir
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I need a skilled machine learning expert to train, validate and test a sentiment analysis classification model using BERT, RoBERTa and ModernBERT on Google Cloud Platform (GCP).

Key Requirements:

- The model will be trained on a sample dataset containing approximately 300k records.

- Input data will be provided in a CSV file format.

- I have partially labeled data for training and validation, but assistance with labeling may be needed.

- The outputs of the model should be shared in an Excel file.

- Include detailed data preprocessing steps and techniques.

- Define clear performance metrics for evaluating the model, such as accuracy, F1 score, precision, and recall.

- Outline the approach for hyperparameter tuning to optimize model performance.

- Describe techniques for handling imbalanced classes within the dataset.

Ideal Skills:

- Proficient in Python and machine learning libraries such as TensorFlow and PyTorch.

- Extensive experience with sentiment analysis and using BERT, RoBERTa and ModernBERT.

- Familiarity with GCP.

- Ability to assist with data labeling and sharing outputs in Excel.

The goal is to achieve high accuracy with the sentiment analysis model. The project should be completed within 1 month. The model should achieve an accuracy of at least 93%.

Python Machine Learning (ML) Veri İşleme GCP AI

Proje NO: #39054428

Proje hakkında

23 teklif Uzak proje Aktif 1 ay önce

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pkundu25

I am an experienced IT professional and a Data Science practitioner/NLP Expert. Your job caught my eye and looks to be quite interesting to me as I did similar work in recent past. I have developed various simple to co Daha Fazla

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Bu iş için 23 freelancer ortalamada ₹23670 teklif veriyor

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kazemmojtama

Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, HTML5, CSS3, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for s Daha Fazla

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amirrmusavifr

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Osama141

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 oppo Daha Fazla

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pebambang5

Hello, I have read the outline of your project, and I’m sure can solve the task, provide correct result, free revision guarantee. My background is in statistics and applied mathematics using Python/R programming for mo Daha Fazla

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letsUnlockAI

Hi there, we’ve shared our proposal and are ready to begin Step 1 right away. Excited to work on this with you. Best wishes, UnlockAI.

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lalitdeveloper7

I can train, validate and test a sentiment analysis classification model using BERT, RoBERTa and ModernBERT on Google Cloud Platform (GCP). Please connect with me to discuss further. Thanks

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mutayyabm

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Visharaa2024

As a seasoned Machine Learning Engineer with over 8 years of hands-on experience, I'm confident that I possess the skills and knowledge to drive your sentiment analysis project to success. I am highly proficient in Pyt Daha Fazla

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bajrangmayla745

I am a very passionate person about my work and everything I offer, that is why I am confident that working with your team will be a great experience.

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Rubansendhur

I am a student with hands-on experience in sentiment analysis and have previously built a similar model. I am skilled in using BERT, RoBERTa, and ModernBERT with TensorFlow and PyTorch. I can efficiently handle large d Daha Fazla

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faizanma7

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mahmoudnamnam

I am an experienced machine learning engineer specializing in NLP and sentiment analysis. I use state-of-the-art transformer models like BERT, RoBERTa, and ModernBERT. With expertise in TensorFlow, and PyTorch, I can e Daha Fazla

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bashakamsing

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