Examples Reference

This page provides a complete reference for all cargo run --example commands available in Aprender.

Quick Reference

Running Examples

Basic Usage

# Run with default settings
cargo run --example <name>

# Run in release mode (10-20x faster)
cargo run --example <name> --release

# With feature flags
cargo run --example <name> --features inference

# With arguments
cargo run --example <name> -- arg1 arg2

Supervised Learning

Regression

cargo run --example regularized_regression --release
cargo run --example boston_housing --release
cargo run --example decision_tree_regression --release
cargo run --example random_forest_regression --release

Classification

cargo run --example logistic_regression --release
cargo run --example decision_tree_iris --release
cargo run --example random_forest_iris --release
cargo run --example gbm_iris --release
cargo run --example naive_bayes_iris --release
cargo run --example knn_iris --release
cargo run --example svm_iris --release
cargo run --example classification_training --release

Bayesian Inference

cargo run --example bayesian_linear_regression --release
cargo run --example bayesian_logistic_regression --release
cargo run --example beta_binomial_inference --release
cargo run --example gamma_poisson_inference --release
cargo run --example dirichlet_multinomial_inference --release
cargo run --example normal_inverse_gamma_inference --release

Generalized Linear Models

cargo run --example negative_binomial_glm --release

Unsupervised Learning

Clustering

cargo run --example iris_clustering --release
cargo run --example dbscan_clustering --release
cargo run --example hierarchical_clustering --release
cargo run --example gmm_clustering --release
cargo run --example spectral_clustering --release
cargo run --example automl_clustering --release

Dimensionality Reduction

cargo run --example pca_iris --release
cargo run --example tsne_visualization --release

Anomaly Detection

cargo run --example isolation_forest_anomaly --release
cargo run --example lof_anomaly --release

Deep Learning

Neural Networks

cargo run --example xor_training --release
cargo run --example neural_network_training --release
cargo run --example classification_training --release
cargo run --example mixture_of_experts --release

LLM / Qwen2

# Qwen2 model configuration and tokenization demo
cargo run --example qwen_chat --release

# Qwen2 native APR format demo
cargo run --example qwen_apr_native --release

# Chat template rendering (ChatML, LLaMA, etc.)
cargo run --example chat_template --release

# HuggingFace model import
cargo run --example phi_hf_import --release

# Whisper transcription
cargo run --example whisper_transcribe --release --features inference

Model Compression

cargo run --example pruning_magnitude --release
cargo run --example lottery_ticket_pruning --release

Time Series

cargo run --example time_series_forecasting --release

NLP / Text Processing

cargo run --example text_preprocessing --release
cargo run --example text_classification --release
cargo run --example nlp_advanced --release
cargo run --example topic_sentiment_analysis --release

Graph Algorithms

cargo run --example graph_algorithms_comprehensive --release
cargo run --example graph_social_network --release
cargo run --example community_detection --release
cargo run --example logic_family_tree --release

Optimization

Gradient-Based

cargo run --example optimizer_demo --release
cargo run --example batch_optimization --release
cargo run --example convex_optimization --release
cargo run --example constrained_optimization --release
cargo run --example admm_optimization --release

Metaheuristics

cargo run --example metaheuristics_optimization --release
cargo run --example aco_tsp --release
cargo run --example tabu_tsp --release
cargo run --example predator_prey_optimization --release

Model Operations

APR Format

cargo run --example apr_loading_modes --release
cargo run --example apr_inspection --release
cargo run --example apr_scoring --release
cargo run --example apr_cache --release
cargo run --example apr_embed --release
cargo run --example apr_with_metadata --release
cargo run --example apr_cli_commands --release
cargo run --example create_test_apr --release
cargo run --example create_test_transformer_apr --release

Model Conversion

# Rosetta Stone universal format converter
cargo run --example rosetta_stone --release

# Validated tensor contracts (Poka-Yoke)
cargo run --example validated_tensors --release
cargo run --example poka_yoke_validation --release

Model Merging

# All 5 merge strategies: Average, Weighted, SLERP, TIES, DARE
cargo run --example model_merge_strategies --release

Model Serialization

cargo run --example model_serialization --release
cargo run --example shell_model_format --release
cargo run --example shell_encryption_demo --release --features format-encryption

Binary Inspection

# Hex forensics — format-aware binary inspection
cargo run --example hex_forensics --release

Data Processing

cargo run --example dataframe_basics --release
cargo run --example data_preprocessing_scalers --release
cargo run --example synthetic_data_generation --release
cargo run --example descriptive_statistics --release
cargo run --example bayesian_blocks_histogram --release

Recommendations

cargo run --example recommend_content --release

Pattern Mining

cargo run --example market_basket_apriori --release

AutoML / Model Selection

cargo run --example automl_clustering --release
cargo run --example grid_search_tuning --release
cargo run --example cross_validation --release

GPU / CUDA

cargo run --example cuda_backend --release
cargo run --example trueno_compute_integration --release

Model Zoo

cargo run --example model_zoo --release

Sovereign AI Stack

cargo run --example sovereign_stack --release
cargo run --example sovereign_offline --release

Pipeline & Validation

cargo run --example pipeline_verification --release
cargo run --example poka_yoke_validation --release

Online Learning

cargo run --example online_learning --release

Code Analysis

cargo run --example code_analysis --release

Benchmarks

cargo run --example bench_comparison --release
cargo run --example showcase_benchmark --release
cargo run --example mem_test --release

QA / Falsification

cargo run --example qa_verify --release
cargo run --example qa_falsify --release
cargo run --example qa_run --release
cargo run --example qa_chat --release
cargo run --example qa_serve --release

See Also

• Case Studies — Detailed walkthroughs
• APR CLI Tool — Command-line interface
• APR Format Specification — Model format details