AI Tools & Calculators

Comprehensive suite of AI calculation tools for model training, optimization, and evaluation

Neural Network Calculator

Calculate optimal neural network architecture parameters

Deep Learning

Learning Rate Finder

Find the optimal learning rate for your model training

Model Training

Batch Size Optimizer

Optimize batch size for training efficiency and memory usage

Model Training

Attention Score Calculator

Calculate attention scores for transformer models

Transformers

Loss Function Analyzer

Analyze and compare different loss functions for your task

Model Evaluation

Confusion Matrix Calculator

Generate confusion matrix and classification metrics

Model Evaluation

Embedding Dimension Calculator

Calculate optimal embedding dimensions for categorical features

Feature Engineering

Regularization Strength Finder

Find optimal L1/L2 regularization parameters

Model Training

Data Augmentation Planner

Plan data augmentation strategies for image datasets

Data Processing

Perplexity Calculator

Calculate perplexity scores for language models

NLP

Gradient Flow Analyzer

Analyze gradient flow in deep neural networks

Deep Learning

Tokenizer Efficiency Calculator

Calculate tokenizer efficiency and vocabulary optimization

NLP

Inference Speed Estimator

Estimate model inference speed and latency

Model Deployment

Model Compression Calculator

Calculate model size reduction through quantization and pruning

Model Optimization