├── .gitignore ├── CycleGANColab └── CycleGANColab.ipynb ├── CycleGANSolution ├── README.md ├── a4-code-v2-updated │ ├── README.md │ ├── cycle_gan.py │ ├── data_loader.py │ ├── model_checker.py │ ├── models.py │ ├── utils.py │ └── vanilla_gan.py └── a4-handout.pdf ├── GAN ├── README.md ├── Wiley's │ ├── models.py │ └── vanilla_gan.py └── vanilla_gan.py ├── LICENSE ├── LoRA ├── lora_hello_world.ipynb ├── lora_hello_world2.ipynb └── lora_hello_world3.ipynb ├── MachineTranslation ├── README.md ├── ReferenceExample.ipynb ├── seq2seq_translation_tutorial.ipynb ├── torchtext_translation_tutorial.ipynb └── torchtext_translation_tutorial_with_transformers.ipynb ├── NeuralArchitectureSearch ├── Autokeras.ipynb └── NeuralArchitectureSearch.ipynb ├── ProphetCode └── main.py ├── Quantization └── Quantization.ipynb ├── README.md ├── RL └── RL.ipynb ├── RL_from_human_feedback └── RL_from_human_feedback.ipynb ├── ReinforcmentLearning └── simple_example.py ├── SiameseNetwork ├── siamese_network.ipynb ├── siamese_original_network.ipynb └── twin_network.ipynb ├── SinGAN ├── CatGAN.ipynb ├── DoubleGAN.ipynb ├── SinGAN.ipynb ├── SinGANOfficialImplementation.ipynb └── SinGAN_on_custom_image.ipynb ├── TabularXGBoost └── TabularDataXGBoostTutorial.ipynb ├── Transformers ├── README.md ├── Transformers.ipynb ├── requirements.txt └── translation │ └── train.py ├── TwinNetwork └── twin_network.ipynb ├── VisionTransformers ├── VisionTransformers.ipynb ├── VisionTransformers_cleaned_up_code_2021-08-24.ipynb ├── VisionTransformers_with_PyTorch_Transformers.ipynb └── VisionTransformers_with_PyTorch_Transformers_with_BatchNorm.ipynb ├── handwriting-synthesis ├── .gitignore ├── .travis.yml ├── checkpoints │ ├── checkpoint │ ├── model-17900.data-00000-of-00001 │ ├── model-17900.index │ └── model-17900.meta ├── data │ ├── blacklist.npy │ ├── processed │ │ ├── .gitattributes │ │ ├── c.npy │ │ ├── c_len.npy │ │ ├── w_id.npy │ │ ├── x.npy │ │ └── x_len.npy │ └── raw │ │ └── readme.md ├── data_frame.py ├── demo.py ├── drawing.py ├── img │ ├── all_star.svg │ ├── banner.svg │ ├── downtown.svg │ ├── give_up.svg │ └── usage_demo.svg ├── lyrics.py ├── prepare_data.py ├── readme.md ├── requirements.txt ├── rnn.py ├── rnn_cell.py ├── rnn_ops.py ├── styles │ ├── style-0-chars.npy │ ├── style-0-strokes.npy │ ├── style-1-chars.npy │ ├── style-1-strokes.npy │ ├── style-1.npy │ ├── style-10-chars.npy │ ├── style-10-strokes.npy │ ├── style-11-chars.npy │ ├── style-11-strokes.npy │ ├── style-12-chars.npy │ ├── style-12-strokes.npy │ ├── style-2-chars.npy │ ├── style-2-strokes.npy │ ├── style-2.npy │ ├── style-3-chars.npy │ ├── style-3-strokes.npy │ ├── style-4-chars.npy │ ├── style-4-strokes.npy │ ├── style-5-chars.npy │ ├── style-5-strokes.npy │ ├── style-6-chars.npy │ ├── style-6-strokes.npy │ ├── style-7-chars.npy │ ├── style-7-strokes.npy │ ├── style-8-chars.npy │ ├── style-8-strokes.npy │ ├── style-9-chars.npy │ └── style-9-strokes.npy ├── test_example.py ├── tf_base_model.py ├── tf_utils.py └── upgrade_tf2.sh ├── handwriting_generator ├── IBM.csv ├── IBM_Transformer+TimeEmbedding.ipynb ├── handwriting_generator.ipynb └── saved.tgz ├── minGPT ├── .gitignore ├── LICENSE ├── README.md ├── mingpt.jpg ├── mingpt │ ├── __init__.py │ ├── model.py │ ├── trainer.py │ └── utils.py ├── play_char.ipynb ├── play_image.ipynb └── play_math.ipynb └── sound ├── preprocess ├── README.md ├── mp3_to_wav.py ├── to_16000_wav.py └── trim.py ├── project-keyword-spotter ├── .DS_Store ├── CONTRIBUTING.md ├── Icon ├── LICENSE ├── README.md ├── audio_recorder.py ├── config │ ├── Icon │ ├── commands_v2.txt │ ├── commands_v2_snake.txt │ ├── labels_gc2.raw.txt │ └── labels_simple_audio.txt ├── features.py ├── hearing_snake_metadata.json ├── install_requirements.sh ├── media │ ├── Icon │ └── startscreen.png ├── mel_features.py ├── model.py ├── model_yamnet.py ├── models │ ├── Icon │ ├── model-backup1.tflite │ ├── model.tflite │ ├── model_quantized_edgetpu.tflite │ ├── voice_commands_v0.7_edgetpu.tflite │ └── voice_commands_v0.8_edgetpu.tflite ├── params.py ├── pygame_images │ ├── Icon │ ├── apple.png │ ├── bg.jpg │ ├── snake_head_with_ears.png │ └── snake_tail.png ├── run_hearing_snake.py ├── run_model.py ├── run_model_yamnet.py ├── run_snake.sh ├── run_yt_voice_control.py ├── run_yt_voice_control.sh ├── yamnet.py └── yamnet_class_map.csv ├── simple_audio.ipynb ├── simple_audio_custom_cough_dataset_compiled.ipynb ├── simple_audio_load_vggish.ipynb ├── simple_audio_load_vggish_with_layer.ipynb ├── simple_audio_load_yamnet.ipynb ├── simple_audio_new_spectrogram.ipynb ├── simple_audio_new_spectrogram_custom_cough_dataset.ipynb ├── simple_audio_new_spectrogram_custom_cough_dataset_quantize.ipynb ├── simple_audio_new_spectrogram_custom_dataset.ipynb ├── simple_audio_new_spectrogram_numpy.ipynb ├── simple_audio_new_spectrogram_numpy_and_normalize.ipynb ├── simple_audio_new_spectrogram_numpy_and_normalize_only_left_right_working.ipynb ├── simple_audio_working_vggish.ipynb ├── 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