Regression with Keras

Grid Search and Cross Validation

Grid Search evaluates a model with many sets of hyper parameters based on a metric you define. The best performing set of hyper parameters are returned. There is the possibility that the reported set of hyperparameters overfit your data. To remedy this, you can do CV for each set of hyper parameters......

XGBoost

What is XGBoost

XGBoost is a scalable tree boosting system, a faster tool for learning better models.

Advantages

Model Improvement

Regularized objective for better model

Systems Optimizations

Out of core computing

Parallelization

Cache optimization

Distributed computing

Algorithm ......

Predicting Consumer Behavior with RNNs

Reference:

Understanding Consumer Behavior with Recurrent Neural Networks

Top Hot Keywords in arxiv

Image

Role of Bias in Perceptrons

Image

通过bigram自动生成文本

SVD

Creative Applications of Deep Learning with TensorFlow - Part 1

Setup Environments

Install Anaconda3, including:

python3

pip3

scikit-learn

scikit-image

numpy

matplotlib

Install Setuptools

curl https://bootstrap.pypa.io/ez_setup.py -o - | python

Install Python Notebook

pip3 install ipython

Install Libraries (Might have been installed with A......

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