AI and DataScience

Class in Uni about simple AI used in Data Science.

Concepts

• Libraries used in DataScience
  • NumPy
  • Pandas
  • Matplotlib
• Libraries used in AI
  • ScikitLearn
  • Keras
  • TensorFlow
  • PyTorch
• Linear Regression
• Data scaling and transformation
• Decision Trees, Closest Neighbour Algorithm, Support Vector Machine
• Features extraction and generation
• Shallow Neural Networks, hyperparameters selection
• Deep Neural Networks, Google Collab
• Image recognition, Convolution Networks, MNIST dataset
• TensorFlow: Split Networks, Periodic Networks
• Autoencoders: noise reduction, "new" data generation
• GAN: truly new data generation, competing networks

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Used technologies