Machine Learning - Data Blogger

A Tutorial on Multi-Armed Bandits: To Explore or Exploit?

The Multi-Armed Bandit problem is a classical Reinforcement Learning that shows the exploration-exploitation trade-off. In this tutorial, we will look at the problem of advertorial design and we will answer the following question: what advertorials will lead to the highest gains? Suppose we have an advertorial with a few parameters:

Machine Learning

Detecting Pedestrians using PyTorch – A Helpful Guide

In this blog post, you will learn how to implement a Pedestrian Detection algorithm using PyTorch. Computer vision is a field of computer science that applies artificial intelligence models to understand, reason with as well as synthesize visual information. This visual information is usually in the form of a two-dimensional

Neural Networks

Hands-on: Creating Neural Networks using Chainer

This tutorial is a practical guide which helps you to create Neural Networks in Chainer. The focus is not on the architecture of the networks (more about Neural Network architectures is found in this post [https://www.data-blogger.com/2017/02/26/artificial-neural-nets-a-gentle-introduction/] ), but it is focused on creating a

Visualizations

Hitchhiker’s guide to Used Car Prices Estimation

What is your car’s worth? This tutorial will guide you through the steps for estimating it’s value by using Machine Learning techniques. I will use my Peugeot 106 as an example! Why Machine Learning at all? I discussed the price of my over 10-year-old vehicle with a family

Python

A Neural Network for predicting Restaurant Reservations

In this tutorial, you will learn how to build a neural network model and how to visualize the results in Python.

Machine Learning

House Price Prediction using a Random Forest Classifier

In this blog post, I will use machine learning and Python for predicting house prices. I will use a Random Forest Classifier (in fact Random Forest regression). In the end, I will demonstrate my Random Forest Python algorithm! There is no law except the law that there is no law.

Machine Learning

Fraud Detection: A Simple Machine Learning Approach

In this machine learning fraud detection tutorial, I will elaborate how got I started on the Credit Card Fraud Detection competition [https://www.kaggle.com/mlg-ulb/creditcardfraud] on Kaggle. The goal of the task is to automatically identify fraudulent credit card transactions using Machine Learning. My Pythonic approach is explained