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Sefik Ilkin Serengil

Code wins arguments

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Category: Machine Learning

A Gentle Introduction to LightGBM for Applied Machine Learning

It is a fact that decision tree based machine learning algorithms dominate Kaggle competitions. More than half of the winning solutions … More

decision tree, gbm, gradient boosting, lightgbm, xgboost

A Step by Step Gradient Boosting Decision Tree Example

Adoption of decision trees is mainly based on its transparent decisions. Also, they overwhelmingly over-perform in applied machine learning studies. … More

decision tree, gbm, gradient boosting

Large Scale Machine Learning with Pandas

We often store the training data set in memory and transfer it to learning algorithm. Mostly, numpy handles data manipulation … More

large scale, pandas

A Beginner’s Guide to TensorFlow.js: Machine Lerning in JavaScript

We can do magnificent things with TensorFlow such as face recognition, facial expression recognition and computer vision. However, its main intent … More

javascript, node js

10 Interview Questions Asked in Machine Learning

Machine learning still occupies the peak place in Gartner hype cycle in 2017. Beyond anything, Glassdoor reports that data scientist … More

interview

Face Recognition with FaceNet in Keras

Google announced FaceNet as its deep learning based face recognition model. It was built on the Inception model. We have been familiar … More

autoencoder, face recognition, google, transfer learning

Hyperbolic Secant As Neural Networks Activation Function

Hyperbolic functions are common activation functions in neural networks. Previously, we have mentioned hyperbolic tangent as activation function. Now, we … More

activation function

A Step By Step Regression Tree Example

Decision trees are powerful way to classify problems. On the other hand, they can be adapted into regression problems, too. Decision … More

cart, decision tree, regression

A Step by Step CART Decision Tree Example

An algorithm can be transparent only if its decisions can be read and understood by people clearly. Even though deep … More

decision tree, gini index

Indeterminate Forms and L’Hospital’s Rule in Decision Trees

Machine learning puts theoretical concepts in daily life as fast as no other motivation does and raises math adoption day … More

c4.5, calculus, id3, indeterminate, l'hopital, l'hospital

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