Classification Model Training/Testing with BERT/RoBERTa/ModernBERT in GCP
₹12500-37500 INR
Πληρώθηκε κατά την παράδοση
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%.
Ταυτότητα Εργασίας: #39054428
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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 Περισσότερα
23 freelancers κάνουν προσφορές κατά μέσο όρο ₹23670 για αυτή τη δουλειά
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 Περισσότερα
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 Περισσότερα
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 Περισσότερα
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, Περισσότερα
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 Περισσότερα
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 Περισσότερα
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.
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
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 Περισσότερα
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 Περισσότερα
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 Περισσότερα
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.
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 Περισσότερα
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 Περισσότερα
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 Περισσότερα
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 Περισσότερα
Hi sriarrivu2024, I am Bharat's collegue, not sure why his id is blocked but if you want, we can talk here. Thanks, Nivedita
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 Περισσότερα
