├── README.md ├── huggingface_examples ├── 01_basic_finetuning.py ├── 02_custom_training.py ├── 03_advanced_finetuning.py ├── 04_evaluation_inference.py └── README.md ├── matplotlib_examples ├── 01_basic_plots.py ├── 02_scatter_plots.py ├── 03_bar_histogram.py ├── 04_subplots.py ├── 05_styling.py ├── 06_3d_plots.py ├── 07_animation.py ├── 08_custom_viz.py ├── 09_interactive_plots.py ├── 10_statistical_plots.py ├── 11_colormaps_heatmaps.py ├── 12_geographic_plots.py ├── 13_time_series.py └── README.md ├── numpy_basics ├── 01_arrays.py ├── 02_array_operations.py ├── 03_indexing.py ├── 04_statistics.py ├── 05_linear_algebra.py ├── 06_array_manipulation.py ├── 07_advanced_indexing.py ├── 08_file_operations.py ├── 09_math_functions.py ├── 10_performance.py ├── 11_datetime.py ├── 12_image_processing.py └── README.md ├── pandas_examples ├── 01_basic_operations.py ├── 02_data_manipulation.py ├── 03_analysis_grouping.py ├── 04_merging_joining.py ├── 05_data_visualization.py ├── 06_time_series.py ├── 07_advanced_operations.py └── 08_data_cleaning.py ├── pytorch_examples ├── 01_tensors_basics.py ├── 02_neural_network.py ├── 03_cnn_mnist.py ├── 04_transfer_learning.py ├── 05_rnn_text.py ├── 06_pytorch_numpy.py ├── 07_advanced_processing.py ├── 08_image_processing.py ├── 09_performance_comparison.py └── README.md └── sklearn_examples ├── 01_basic_classification.py ├── 02_regression.py ├── 03_clustering.py ├── 04_model_selection.py ├── 05_feature_engineering.py ├── 06_text_processing.py ├── 07_advanced_preprocessing.py ├── 08_time_series.py ├── 09_model_persistence.py ├── 10_hyperparameter_optimization.py ├── 11_neural_networks.py ├── 12_ensemble_methods.py ├── 13_model_evaluation.py ├── 14_imbalanced_learning.py └── README.md /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mstrYoda/ml-from-scratch/HEAD/README.md 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