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Tag: Machine Learning

September 17, 2019 Basic Concepts / Deep Learning / Hands-On Tutorials

BERT Explained: A Complete Guide with Theory and Tutorial

Unless you have been out of touch with the Deep Learning world, chances are that you have heard about BERT

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April 9, 2019 Basic Concepts / Theoretical Concepts

12 Key Lessons from ML researchers and practitioners

Machine learning algorithms come with the promise of being able to figure out how to perform important tasks by learning

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January 28, 2019 Basic Concepts / Deep Learning

Deep Learning Series, P3: Understanding Recurrent Neural Networks

1. Why RNNs? Your smartphone predicting your next word when you are typing, Alexa understanding what you are saying or

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August 28, 2018 Basic Concepts / Deep Learning

Deep Learning Series, P1: Basics of Neural Networks and Understanding Gradient Descent

This post consists of the following two sections: Section 1: Basics of Neural Networks Section 2: Understanding Backward Propagation and

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August 6, 2018 Basic Concepts

How great products are made: Rules of Machine Learning by Google, a Summary

Google recently published some nuggets of ML wisdom, i.e., their best practices in ML Engineering. I believe that everyone should

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July 3, 2018 Inspiring Reads

AI, Drones and Game Theory For Smart Wildlife Conservation

Background As the human population keeps booming, our actions are pushing life on our shared planet towards mass extinction. Human activity

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May 23, 2018 Basic Concepts / Hands-On Tutorials

Time Series Forecasting, the easy way! Let’s analyze Microsoft’s stocks

Introduction Time series forecasting and understanding time based patterns have many important applications. However, it is a territory often left

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April 25, 2018 Hands-On Tutorials

Click-Through Rate (CTR) Prediction using Decision Trees

1. Introduction In this tutorial, we will try to predict click-through rate of ads with the Decision Tree algorithm we

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April 8, 2018 Basic Concepts

Understanding Decision Trees

Tree based algorithms are among the most common and best supervised Machine Learning algorithms. Decision Trees follow a human-like decision

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March 3, 2018 Basic Concepts / Hands-On Tutorials

A dataset and a ML problem, what should you do? An end-to-end example with housing dataset from Kaggle

In this post, we will deconstruct the basics of working with a dataset to solve ML problems. This first part

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  • BERT Explained: A Complete Guide with Theory and Tutorial
  • Click-Through Rate (CTR) Prediction using Decision Trees
  • The data-driven coffee - analyzing Starbucks' data strategy
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