EtusivuHae koulutuksiaFundamentals of Data Science

Fundamentals of Data Science


Koulutusmuoto

Remote


Kesto

3 päivää


Hinta

3780 €

Target Group

Fundamentals of Data Science is a three day overview course which blends discussion and group exercises to explore the field of data science with applied real world examples and projects.

Teaching begins with a conceptual introduction to science, data science, big data and machine learning; followed by a litany of real-world data science and machine learning examples.

The remainder is divided into two parts: introduction to Python, and the application of the language in building a Machine Learning model (including data preparation, statistical tests, feature engineering, modelling and evaluation).

Prerequisites

Delegates attending this course should have technical skills such as application or SQL programming – expose to Python or R would be advantageous.

Course Content

01 Introduction to Data Science

  • To better understand whether you want to become a data scientist
  • To work with colleagues who are data scientists
  • To judge whether your team (or organization) could benefit from data science

02 Data Science Project Examples

03 Jupyter Notebook

  • Practical Lab Activities

04 Introduction to Python

  • Practical Lab Activities

05 Introduction to Datasets in Python

  • Practical Lab Activities

06 Introduction to Machine Learning

  • To understand what these are, what the different types are and some examples of what they are used for.

07 Introduction to Dataframes and Databases with Python

  • Practical Lab Activities

08 Exploratory Data Analysis with Python

  • Practical Lab Activities

09 Introduction to Big Data

  • To better understand what skills need to be developed
  • To choose the right tools to suit organisational needs
  • To develop a strategy for working with Big Data