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Roberta and Deberta are both transformer-based language models, with Deberta being an extension of Roberta.
Roberta is based on BERT architecture while Deberta is an extension of Roberta with dynamic masking and disentangled attention mechanisms.
Deberta introduces two new techniques: disentangled attention mechanism and dynamic masking, which help in capturing long-range dependencies and improving performance on downstr...
RAG (Red, Amber, Green) techniques are used in project management to visually indicate the status of tasks or projects.
RAG techniques involve assigning colors to tasks based on their status - red for critical issues, amber for potential issues, and green for on track.
These techniques help project managers quickly assess the status of multiple tasks or projects at a glance.
RAG reports are commonly used in project meetin...
I applied via Referral and was interviewed before Aug 2023. There was 1 interview round.
Overfitting occurs when a model learns the training data too well, leading to poor performance on new, unseen data.
Overfitting occurs when a model is too complex and captures noise in the training data.
It can be identified when a model performs well on training data but poorly on test data.
Techniques to prevent overfitting include cross-validation, regularization, and early stopping.
Example: A decision tree with too ma...
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