Massachusetts Institute of Technology

4 Posts

Protein Families Deciphered: Machine Learning Categorizes Proteins Based on Their Functions
Massachusetts Institute of Technology

Protein Families Deciphered: Machine Learning Categorizes Proteins Based on Their Functions

Convolutional neural networks separate proteins into functional families without considering their shapes.

August 10, 20222 min read
Protein Families Deciphered: Machine Learning Categorizes Proteins Based on Their Functions
Massachusetts Institute of Technology

Protein Families Deciphered: Machine Learning Categorizes Proteins Based on Their Functions

Convolutional neural networks separate proteins into functional families without considering their shapes.

August 10, 20222 min read
Fine-Tune Your Fine-Tuning: New method optimizes training for few shot NLP models.
Massachusetts Institute of Technology

Fine-Tune Your Fine-Tuning: New method optimizes training for few shot NLP models.

Let’s say you have a pretrained language model and a small amount of data to fine-tune it to answer yes-or-no questions. Should you fine-tune it to classify yes/no or to fill in missing words — both viable approaches that are likely to yield different results?

February 23, 20223 min read
Fine-Tune Your Fine-Tuning: New method optimizes training for few shot NLP models.
Massachusetts Institute of Technology

Fine-Tune Your Fine-Tuning: New method optimizes training for few shot NLP models.

Let’s say you have a pretrained language model and a small amount of data to fine-tune it to answer yes-or-no questions. Should you fine-tune it to classify yes/no or to fill in missing words — both viable approaches that are likely to yield different results?

February 23, 20223 min read

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