dsc160-code

Code Examples and Exercises for DSDC160 Data Science and the Arts - Spring 2020 - Twomey - dsc160.roberttwomey.com

Example Notebooks

Week 2:

• Web Scraping: examples/scrape-wikiart.ipynb
• Basic Image Stats: examples/basic-image-stats.ipynb
• Large Figures with Thumbnails: examples/large_figures.ipynb
• Advanced Image Features: examples/advanced-image-features.ipynb
• Face and Object Detection: examples/face-obj-detection.ipynb

Week 3:

• Basic Audio Features: examples/basic-audio-features.ipynb
• Frequency Transforms: examples/frequency-transforms.ipynb
• Advanced Audio Features: examples/advanced-audio-features.ipynb

Week 4:

• Bokeh for Interactive Plots: examples/bokeh.ipynb
• Dimensional Reduction Techniques: examples/dimensional-reduction.ipynb
• Multidimensional Audio: examples/audio-cluster-dim-reduction.ipynb
• CNNs as Feature Extractors: examples/cnn-feature-extractor.ipynb

Week 5:

• Text Generation with RNN (LSTM/GRU): examples/text-generation-rnn.ipynb

Week 6:

• Music Generation (all from Google Magenta)
  • Performance-RNN colab notebook: https://colab.research.google.com/notebooks/magenta/performance_rnn/performance_rnn.ipynb
  • Music-VAE: https://magenta.tensorflow.org/multitrack
  • Music Transformer colab notebook: https://colab.research.google.com/notebooks/magenta/piano_transformer/piano_transformer.ipynb
• Deep Dream: examples/deepdream.ipynb

Week 7:

• VGG Walkthrough: examples/vgg_walkthrough/vgg19_layers.ipynb
• Neural Style Transfer: examples/neural-style-transfer.ipynb
• DCGAN: examples/DCGAN.ipynb

Week 8:

• Hands-on with AttnGAN: https://experiments.runwayml.com/generative_engine/
• Musical sound synthesis notebooks on google Colab
  • NSYNTH colab: https://colab.research.google.com/notebooks/magenta/nsynth/nsynth.ipynb
  • GANsynth colab: https://colab.research.google.com/notebooks/magenta/gansynth/gansynth_demo.ipynb
• Speech synthesis notebooks on google Colab:
  • DeepVoice3 Single-Speaker text-to-speech demo
  • DeepVoice3 Multi-Speaker text-to-speech demo

Week 9:

• GPT-2 Sampling: examples/gpt-2-exploration.ipynb
• GPT-2 Finetuning: examples/gpt-2-finetuning.ipynb

Exercises

• Exercise 0 - Cultural Analytics Reading and Resonse (on Canvas)
• Exercise 1 - Web-Scraping and Basic Visual Features
• Exercise 2 - Genre Classification with MFCCs
• Exercise 3 - BigGAN Latent Space