Fixed
Artificial Intelligence
Selecting the Best Model Size and Dataset Size under a Fixed Budget for LLMs
Introduction
language models (LLMs), we're perpetually constrained by budgets. Such a constraint results in a fundamental trade-off:Imagine that for those who fix a compute budget, increasing the model size signifies that you need to...
Artificial Intelligence
The Hidden Trap of Fixed and Random Effects
What Are Random Effects and Fixed Effects?
When designing a study, we frequently aim to isolate independent variables from those of no interest to watch their true effects on the dependent variables. For instance, let’s...
Artificial Intelligence
Improve your Gradient Descent: The Epic Quest for the Optimal Stride Contents Introduction Method 1: Fixed Step Size Method 2: Exact Line Search Method 3: Backtracking Line Search Conclusion
Techniques for Optimizing Step-Size/Learning Rate in Gradient Descent for Machine LearningIn this text, we familiarised ourselves with a few of the useful techniques to optimize for the step size within the gradient descent algorithm....
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