Edit a python code to perform stratified 5-fold cross-validation on NER data
Budget: $10 – $30 USD
Project Title: Machine Learning Code Development in Python
Project Description:
I am looking for a skilled developer to write a code in Python to solve a specific problem/task. I have 5 datasets for NER task. I need to evaluate three models: DistilBert, Roberta and BERT for 5 datasets. I have a fully written code which fine tunes these models on these dataset and than evaluate F1 scores using train data and test data seperately. However, I need to perform stratified 5-fold cross-validation ( split the data into 5 parts based on tag distribution). I have a reference code which performs cross-validation. Finally, I need to incorporate the cross validation code into my original code which loops through models and datasets.
Requirements:
- Proficiency in Python programming language
- Strong problem-solving skills
- Experience in developing code in Pytorch
Deliverables:
- Well-documented Python code that solves the specific problem/task
Please note that the problem/task details will be provided upon hiring.
Project Description:
I am looking for a skilled developer to write a code in Python to solve a specific problem/task. I have 5 datasets for NER task. I need to evaluate three models: DistilBert, Roberta and BERT for 5 datasets. I have a fully written code which fine tunes these models on these dataset and than evaluate F1 scores using train data and test data seperately. However, I need to perform stratified 5-fold cross-validation ( split the data into 5 parts based on tag distribution). I have a reference code which performs cross-validation. Finally, I need to incorporate the cross validation code into my original code which loops through models and datasets.
Requirements:
- Proficiency in Python programming language
- Strong problem-solving skills
- Experience in developing code in Pytorch
Deliverables:
- Well-documented Python code that solves the specific problem/task
Please note that the problem/task details will be provided upon hiring.