AI Neural Network Kinematics Simulator
Train a neural network directly in your browser to solve robot arm inverse kinematics. Compare neural network predictions with analytical solutions, visualize error heatmaps, and experiment with different network architectures and training parameters.
Preset Configurations
Robot Configuration
150 mm
120 mm
Network Architecture
64
Training Parameters
5,000
0.001
32
100
80%
0
Visualization Options
Quick Actions
Run error analysis, model comparison, and performance benchmarks after training.
Experimental Analysis
Training Analysis
Training Loss
Error Heatmap
Predicted vs Actual
Training Results
Training Loss
0
Validation Loss
0
Epochs Trained
0
Error Analysis
Mean Error
0 mm
Max Error
0 mm
Prediction Accuracy
Test MSE
0
Model Analysis
Dataset Size
Data Distribution
NN vs Analytical
Model Size
Total Parameters
0
Dataset Split
Training Samples
0
Test Samples
0
Performance Comparison
NN Inference Time
0 ms
Analytical Time
0 ms
Download Professional Resources
Get experimental data generated for your specific neural network parameters, along with professional engineering resources
Lab Report
Complete report with watermark-free diagrams and all 6 analysis graphs. Includes .MD, .PNG images, and .DOCX converter.
1 USD
Training & Test Data
Training loss history, test predictions, error distribution, and dataset samples in .CSV format.
1 USD
Model Architecture + Results
Network architecture summary, hyperparameters, performance benchmarks, and watermark-free .PNG exports.
1 USD
All data generated for your exact neural network parameters. 1 USD per item, or buy all as a package.