Neural Network Workshop

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Neural Network Workshop

What: A hands-on workshop using Neural Networks that includes both the theory and practical implementation.

When: Tenatively January 26, 2011

Why: To raise Neural Network Awareness (NNA) and money for Noisebridge. Donations towards Noisebridge will be encouraged and appreciated.

Where: In the back classroom

Who: Anyone who wants to participate, either come and learn or help teach

List of Topics

  • Math Preliminaries
    • Universal Approximators: Kolmogorov's Theorem
    • Linear Algebra: vectors, matricies
    • Optimization Theory: error functions, gradients
    • Machine Learning: regression, classification
  • Neural Networks
    • Basic Architecture
    • Activation Functions
    • Error Functions and Output Layers
      • Regression (univariate and multivariate)
      • Classification (binary and multi-class, logistic and softmax)
    • Training
      • Backpropagation
    • Implementation
      • Identifying Faces with Neural Nets
      • ??? Other such ideas

Software

This is just a list of packages used for constructing and training neural networks: