Fundamentals of Data Science
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Virtual / Classroom
From £3,475 +VAT
- SFIA
Skills Framework for the Information Age (SFIA) identifies and describes over 100 skills and 7 levels of job roles. To find out more, read What is SFIA?
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Overview
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 Outline
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
Why choose QA
- Award-winning training, top NPS scores
- Nearly 300,000 learners in 2020
- Our training experts are industry leaders
- Read more about QA
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Find more answers to frequently asked questions in our FAQs: Bookings & Cancellations page.
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When will I receive my joining instructions?
Joining instructions for QA courses are sent two weeks prior to the course start date, or immediately if the booking is confirmed within this timeframe. For course bookings made via QA but delivered by a third-party supplier, joining instructions are sent to attendees prior to the training course, but timescales vary depending on each supplier’s terms. Read more FAQs.
When will I receive my certificate?
Certificates of Achievement are issued at the end the course, either as a hard copy or via email. Read more here.