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Sefik Ilkin Serengil

Code wins arguments

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A Step By Step C4.5 Decision Tree Example

Decision trees are still hot topics nowadays in data science world. Here, ID3 is the most common conventional decision tree algorithm…

c4.5, decision tree, gradient boosted, id3

Random Initialization in Neural Networks

Neural networks requires to apply several state-of-the-art techniques such as choice of activation function, or network design to push their…

neural networks, python

How Vectorization Saves Life in Neural Networks

Developers tend to handle problems with conditional statements and loops. This is the number one topic of developers and data…

neural networks, numpy, python, vectorization

A Step By Step Bitcoin Address Example

A money transfer transaction must include sender and receiver account information and transaction amount. On the other hand, a bitcoin…

bitcoin, blockchain, elliptic curve, python

Convolutional Autoencoder: Clustering Images with Neural Networks

Previously, we’ve applied conventional autoencoder to handwritten digit database (MNIST). That approach was pretty. We can apply same model to…

autoencoder, neural networks, unsupervised learning

Autoencoder: Neural Networks For Unsupervised Learning

Neural networks are like swiss army knifes. They can solve both classification and regression problems. Surprisingly, they can also contribute…

autoencoder, neural networks, unsupervised learning

Handling Overfitting with Dropout in Neural Networks

Overfitting is trouble maker for neural networks. Designing too complex neural networks structure could cause overfitting. So, dropout is introduced to…

hinton, keras, neural networks, tensorflow

IBM Data Summit 2018 Istanbul Notes

IBM organized a data summit on March 15 in this year. Motto of the organization is plan, manage and optimize. Both…

data, ibm

Oracle Analytics Summit 2018 Istanbul

Oracle Analytics Summit is held in Istanbul on 2018 Mar, 07. I have been attending this summit since 2016. I…

analytics, oracle, summit

Solving Elliptic Curve Discrete Logarithm Problem

Elliptic curve cryptography is powerful. Calculating public key from known private key and base point can be handled easily. On…

bitcoin, blockchain, discrete logarithm, elliptic curve

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