AI Model Metrics

Rintes

About this app

AI Model Metrics - Your Complete AI/ML Development Toolkit

Transform your AI and Machine Learning development with our comprehensive calculator app designed specifically for developers, researchers, and data scientists.

9 Professional Tools Included:

Parameter Optimization
Optimize learning rate, epochs, and batch size
Choose from ReLU, Sigmoid, Tanh, Softmax activation functions
Pre-defined settings for quick training and high accuracy
Advanced model simulation and accuracy prediction

Model Complexity Estimator (FLOPs)
Calculate computational complexity of neural networks
Input layers, neurons, batch size, and operations
Performance optimization insights
Resource requirement estimation

Dataset Size Estimation
Statistical sample size calculation
Confidence level, proportion, and margin of error
Formula: n = (Z² × p × (1-p)) / E²
Perfect for research and surveys

AI Training Time Calculator
Estimate training duration based on dataset size
Batch size and epochs calculation
Time per batch processing
Resource planning tool

Model Inference Time Calculator
Real-time inference performance estimation
FLOPs per inference calculation
Hardware performance integration
Batch processing optimization

Learning Rate Scheduler Tool
5 different scheduler types: Constant, Step Decay, Exponential Decay, Cosine Annealing, Linear Decay
Dynamic learning rate calculation
Current epoch tracking
Training optimization

Cross-Validation Split Calculator
K-fold cross-validation planning
Training and validation set sizes
Statistical analysis support
Model evaluation preparation

Gradient Descent Steps Calculator
Estimate iterations needed for convergence
Initial and target error values
Learning rate parameter optimization
Training efficiency planning

Key Features:
Offline Operation - No internet required
User-Friendly Interface - Modern Material Design
Privacy-First - All calculations local, no data collection
Fast Performance - Instant calculations
Professional Results - Scientific accuracy
Beautiful UI - Intuitive navigation

Perfect For:
AI/ML Developers
Data Scientists
Researchers
Students
Machine Learning Engineers
Anyone working with neural networks

Educational Value:
Learn AI/ML formulas and concepts
Understand model optimization
Practice with real-world calculations
Improve development efficiency
Technical Specifications:
Minimum SDK: Android 8.0 (API 26)
Target SDK: Android 14 (API 34)
Optimized for all screen sizes
Lightweight and efficient

Why Choose AI Model Metrics?
Comprehensive - 9 essential tools in one app
Professional - Industry-standard calculations
Reliable - Accurate mathematical formulas
Secure - No data collection or tracking
Fast - Instant results without waiting
Start optimizing your AI/ML projects today!
Support: [e-mail]
Developer: Axolis
Download now and take your AI development to the next level!