Data Training - R and Python practitioner training courses
R and Python practitioner training course.
Whether you’re seeking R training courses, Python training courses or more, our comprehensive training programmes are specially designed to guide practising data scientists and data engineers from breakthrough to mastery level in R programming, Python, Shiny, AI/ML and more.
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Data Practitioner - Python training list
Level-up your Python code.
The pathway to data science mastery
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Data Training - Fundamentals of Python modelling - Course
Fundamentals of modelling in Python
The basics of analytics, including sampling, statistical testing and linear modelling through Python. Provides the foundations for advanced analytic topics including machine learning.
DSR Trait: Programmer, Modeller
Duration: 1 Days
Level: Breakthrough
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Data Training - Introduction to Python for analytics - Course
Introduction to Python for analytics.
This two day introduction to Python focuses on getting started with common data tasks. By the end of this course, attendees will be confident in how they can import data, perform common manipulation tasks and visualise data. Along the way they will be introduced to a variety of data types including dates and categorical data.
DSR Trait: Programmer, Modeller
Duration: 2 Days
Level: Breakthrough
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Data Training - Programming in Python for Analysts - Course
Programming in Python for Analysts
Once you have started to use Python for common data manipulation tasks you will quickly find that you want to be able to do more. This one day course introduces the topics that you will need to be familiar with in order to get the most from Python. This course will go into detail on essential Python knowledge including how to manage your installation of Python, the main Python data structures and how to iterate over them in a Pythonic way. This course will also teach you how to write functions and use them in the context of data analysis to write data pipelines.
DSR Trait: Programmer
Duration: 1 Days
Level: Foundation
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Data Training - Data science best practices - Course
Data science best practices
For those who have a basic understanding of programming, to ensure that their data science projects always follow best practices in all, and to help emphasise the importance of best practices when working in a team – as we know, Data Science is a team sport. While all the Mango training courses help to instil these best practices; this course focuses on what the options are and why we need to use them in a language agnostic setting. This course outlines the key best practices associated with the 6 core traits of a data science team and project: communication, data wrangling, modelling, programming, technology, and visualisation.
DSR Trait: Visualiser, Data Wrangler, Communicator, Modeller, Programmer, Technologist
Duration: 0.5 Days
Level: Foundation
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Data Training - Machine Learning in Python - Course
Machine Learning in Python
This two day course is aimed at not only teaching an understanding of some of the most common machine learning techniques, but also the approach to implementing machine learning. During this course attendees will learn how to define a problem and prepare data, the range of techniques available for solving common problems and the approaches to take to evaluate models and achieve the best results possible.
DSR Trait: Modeller
Duration: 2 Days
Level: Foundation
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Data training - Intermediate Python Programming - Course
Intermediate Python Programming
For those already comfortable with programming in Python, this one day course is designed to provide an introduction to more advanced topics that will enable users to write more advanced Python code and give teams the tools they need to collaborate on larger Python code-bases. Including introductions to object oriented systems and more advanced function control, by the end of this course attendees will be able to make their code easier for end users to interact with, faster and more robust.
DSR Trait: Programmer
Duration: 1 Days
Level: Intermediate
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Data training - Time series - Python
Time Series in Python
When it comes to forecasting time dependent data we need to consider a range of techniques beyond those common in machine learning to get the most from our data. In this one-day course attendees will be introduced to some of the common time series analysis techniques as well as how to implement and understand them in Python. In addition we will cover some of the common manipulation tasks related to dates and times and how we can create visualisations to aid our analysis.
DSR Trait: Data Wrangler, Visualiser, Modeller
Duration: 1 Days
Level: Intermediate
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Data Training - Trusted Consultant Programme - Course
Trusted Consultant Programme
Data Scientists and analysts are increasingly being asked to run or contribute to complex, multi-departmental projects with high expectations of success. Business and communication skills are rated as in top skills a data scientist needs to be successful. However, many individuals and teams struggle to develop them. The Trusted Consultant Programme helps data science and advanced analytics teams with a proven framework and tools they need to engage with stakeholders within their organisations in a positive, success-led manner. By the end of the course attendees will have developed the essential skills required to work with business stakeholders, work as part of a team to manage the project, and present analytic results to non-technical audiences.
DSR Trait: Communicator
Duration: 2 Days
Level: Breakthrough
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Data Training - Package Building in Python - Course
Package Building in Python
Learn how to build packages with Python. Introduces the concept of writing efficient documentation, create tests and understand the benefits of version control systems with package building enhancement.
DSR Trait: Data Wrangler, Technologist
Duration: 2 Days
Level: Breakthrough
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