Études for Machine Learning 0.1.0
  • Louis Tiao
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        • Bayesian Optimization
        • Datasets
        • Gaussian Processes
        • Miscellaneous

Collection¶

Here be examples.

Bayesian Optimization¶

Expected Improvement Acquisition Function

Expected Improvement Acquisition Function¶

Datasets¶

Here are some datasets.

Mauna Loa Atmospheric Carbon Dioxide

Mauna Loa Atmospheric Carbon Dioxide¶

Cora Citation Network

Cora Citation Network¶

Cryptocurrency Exchange Trades

Cryptocurrency Exchange Trades¶

Cryptocurrency Exchange Orderbook

Cryptocurrency Exchange Orderbook¶

Honey Bee Dance Data

Honey Bee Dance Data¶

Gaussian Processes¶

Here be Gaussian Processes.

Gaussian Process Prior

Gaussian Process Prior¶

Gaussian Process with Period Kernels

Gaussian Process with Period Kernels¶

Gaussian Process Posterior Predictive

Gaussian Process Posterior Predictive¶

Gaussian Process Regression with Automatic Relevance Determination (ARD)

Gaussian Process Regression with Automatic Relevance Determination (ARD)¶

GP Hyperparameter Estimation

GP Hyperparameter Estimation¶

Variational Sparse Log Cox Gaussian Process

Variational Sparse Log Cox Gaussian Process¶

Variational Sparse GP for Binary Classification

Variational Sparse GP for Binary Classification¶

Miscellaneous¶

Long short-term memory (LSTM) networks

Long short-term memory (LSTM) networks¶

Hartmann functions

Hartmann functions¶

Learning curves (layer widths)

Learning curves (layer widths)¶

Vector Field Generative Art with Perlin noise

Vector Field Generative Art with Perlin noise¶

Learning curves (learning rate)

Learning curves (learning rate)¶

Optimization of Neural Network Input

Optimization of Neural Network Input¶

Divergence estimation with Gauss-Hermite Quadrature

Divergence estimation with Gauss-Hermite Quadrature¶

Download all examples in Python source code: auto_examples_python.zip

Download all examples in Jupyter notebooks: auto_examples_jupyter.zip

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