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    Home»Machine Learning»Fine-Tuning Language Models for Text Classification: A Deep Practical Guide | by Devang Vashistha | Data Science Collective | Jun, 2025
    Machine Learning

    Fine-Tuning Language Models for Text Classification: A Deep Practical Guide | by Devang Vashistha | Data Science Collective | Jun, 2025

    Team_AIBS NewsBy Team_AIBS NewsJune 28, 2025No Comments1 Min Read
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    Utilizing datasets like GLUE and customized ones, we’ll use the Coach class for simpler coaching, and in addition attempt native PyTorch. We’ll work on duties together with binary sentiment, seven-class classification, and predicting numerical values.

    The next subjects will probably be lined on this Part :

    • Introduction to textual content classification
    • Wonderful-tuning the BERT mannequin for single-sentence binary classification
    • Coaching a classification mannequin with native PyTorch
    • Wonderful-tuning BERT for multi-class classification with customized datasets
    • Wonderful-tuning BERT for sentence-pair regression
    • Multi-label textual content classification
    • Using run_glue.py to fine-tune the fashions

    Technical necessities

    We will probably be utilizing Jupyter Pocket book to run our coding workouts. You will have Python 3.6+ for this.



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