Tag: Machine Learning

• Simple Linear Regression in Python

  

  Code and data used can be found here: Repository  From the previous two episodes you should now know the underlying theory of Linear Regression, its purpose and how we use gradient descent in optimising our parameters. You can read them here: Episode 4.1, Episode 4.2 . Setting up your programming environment All programming in this series…

  Mazen Ahmed

  Aug 5, 2020

  Regression Algorithms

  Data Science, Example, Linear Regression Example, Machine Learning, Python, Scikit learn, Simple Linear Regression Example, Simple Linear Regression Tutorial, Sklearn

• Understanding Gradient Descent

  

  This article plans to expand on episode 4.1, explaining Gradient Descent and how it is used to minimise our cost function in Linear Regression. Knowledge of derivatives and partial derivatives will be helpful. Linear Regression Recap From the previous episode we calculated the regression line for our humidity and temperature data to be: Which we…

  Mazen Ahmed

  Jul 26, 2020

  Gradient Descent, Regression Algorithms

  Data Science, Gradient Descent, Gradient Descent Explained, Machine Learning, What is Gradient Descent

• Understanding Simple Linear Regression

  

  This article is designed to teach the underlying theory of linear regression. How to code and implement this algorithm in Python will be included in episode 4.3. This article also covers some basic Data Science Terminology which is important to know for future episodes. What is Linear Regression? Linear regression is a common supervised machine…

  Mazen Ahmed

  Jul 11, 2020

  Regression Algorithms

  Data Science, Linear Regression, Machine Learning, Regression Algorithms, Simple Linear Regression Tutorial, What is Linear Regression?

• Introduction To Machine Learning

  

  This article is designed to give an overview of Machine learning and briefly introduces the reader to the most common machine learning algorithms used by Data scientists as of today. Machine learning can be thought of as the main tool that data scientists use to extract useful information from data. It is essential therefore that,…

  Mazen Ahmed

  Jul 4, 2020

  Introduction

  Algorithm, Algorithms, Data Science, Introduction, Machine Learning, What is Machine Learning?

• Is Data science for You?

  

  In order to answer this question it is important that you are aware of three things: What exactly is Data science? So you have a good idea if it matches your interests. How to become a Data scientist? To see if you have the necessary skills and / or are willing to do what it…

  Mazen Ahmed

  Jun 27, 2020

  Introduction

  Data Science, Data Science Job, Happiness, Job satisfaction, Machine Learning, What is Data Science?

• The Data Series

  

  Series overview Welcome to the first article of many taking you through the wonderful world of Data Science. Whether you are complete beginner or expert in the field of Data science, wish to become a Data scientist, or just want to know more about the field — this series is for you. The series will be split…

  Mazen Ahmed

  Jun 21, 2020

  Introduction

  Algorithm, Data Science, Learn Data Science, Machine Learning, Tutorial