Deep Learning Calculators
10 free deep learning calculators in AI & ML. The first 1 has a full write-up: the method, a worked example and questions specific to that calculator.
- Gradient Accumulation CalculatorCalculate the effective batch size achieved through gradient accumulation steps.
- Batch Size CalculatorEstimate an optimal training batch size based on dataset size and memory limits.
- Dropout Probability CalculatorCalculate the expected number of active neurons given a dropout probability.
- Epoch CalculatorCalculate the number of training epochs needed given dataset size and step budget.
- Gradient Clipping CalculatorCalculate the clipped gradient norm given a maximum gradient clipping threshold.
- Label Smoothing CalculatorCalculate smoothed label values used to regularize classification training targets.
- Learning Rate Scheduler CalculatorCalculate the learning rate at a given training step for common LR schedules.
- Steps per Epoch CalculatorCalculate the number of training steps in one epoch from dataset and batch size.
- Warmup Steps CalculatorCalculate the number of learning rate warmup steps for a training run.
- Weight Decay CalculatorCalculate the effective weight decay applied during regularized training.