Ritik Jain

ML and MLOps practitioner who writes on Medium (https://rittikjain.medium.com/), with production experience fine-tuning embedding models across healthcare, financial, biomedical, and legal domains.

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Concepts

• Embedding Fine-tuning
• Domain-Specific Semantic Gaps
• Dataset Types for Embedding Fine-Tuning
• Embedding Loss Functions
• Hyperparameter Tuning for Embedding Fine-Tuning

Articles

• The Complete Guide to Fine-Tuning Embedding Models — end-to-end guide: why to fine-tune, six dataset types, the matching loss functions, evaluation metrics, and hyperparameter rules of thumb