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

In Progress Posted 1 month ago Paid on delivery
In Progress Paid on delivery

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) Data Processing GCP AI

Project ID: #39054428

About the project

23 proposals Remote project Active 1 mo ago

Awarded to:

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 More

₹26500 INR in 30 days
(24 Reviews)
6.3

23 freelancers are bidding on average ₹23670 for this job

sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including More

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tadinhkien

Greetings, Thank you for considering my application for this project. As an AI Engineer and Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Python, Deep Learning More

₹20000 INR in 1 day
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6.6
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 More

₹35000 INR in 7 days
(11 Reviews)
5.7
amirrmusavifr

Hi, I'm an experienced Python developer with the necessary skills to complete your project. I already worked on NLP project topics including skill sets: • Proficiency in Machine Learning techniques, deep networks (CNN, More

₹25000 INR in 7 days
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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 More

₹25000 INR in 7 days
(34 Reviews)
5.7
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 More

₹14900 INR in 5 days
(16 Reviews)
4.3
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.

₹25000 INR in 7 days
(4 Reviews)
3.7
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

₹16000 INR in 4 days
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3.6
coding39

i have 13 years Experience in same required Skills, We already did kind of project many times, We provide support for over 150 technologies worldwide, ensuring comprehensive solutions for our clients. Our global rea More

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mutayyabm

While executing this project, my high-level organizational skills will ensure that all defined tasks - such as data preprocessing and hyperparameter tuning - are meticulously attended to. Drawing from my experience, I More

₹20000 INR in 7 days
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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 More

₹25000 INR in 10 days
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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.

₹25000 INR in 7 days
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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 More

₹15000 INR in 15 days
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0.0
faizanma7

I am the best candidate for this project due to my extensive experience in data analysis and machine learning, coupled with a strong understanding of statistical methods and programming skills in Python. My ability to More

₹15000 INR in 7 days
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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 More

₹18000 INR in 10 days
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TejaswiK94

I have extensive experience in fine-tuning LLMs, leveraging advanced NLP techniques to improve model accuracy and performance. I can guide you through the entire process, from dataset preparation and tokenization to hy More

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niveditaj1

Hi sriarrivu2024, I am Bharat's collegue, not sure why his id is blocked but if you want, we can talk here. Thanks, Nivedita

₹30000 INR in 7 days
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bashakamsing

With my versatile skills, extensive experience in sentiment analysis using BERT, RoBERTa and ModernBERT, and familiarity with GCP, I’m the perfect candidate to turn your project into reality. Having proficiently worked More

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