Data Analytics with Excel, VBA and Python - From the Ground Up Training Course
Data analytics is a crucial tool in business today. We will focus throughout on developing skills for practical hands on data analysis. The aim of the course is to help delegates to give evidence-based answers to questions:
What has happened?
- processing and analyzing data
- producing informative data visualizations
What will happen?
- forecasting future performance
- evaluating forecasts
What should happen?
- turning data into evidence-based business decisions
- optimizing processes
The course itself can be delivered either as a 6 day classroom course or remotely over a period of weeks if preferred. We can work with you to deliver the course to best suit your needs.
Course Outline
Basic Excel
- Navigation
- Manipulating data
- Working with formulas and addresses
- Charts
Advanced Excel
- Logical functions
- Scenario analysis
- Solver
- Macros
- First glimpse of code: VBA
VBA
- Data types
- Writing a function
- Controlling a program: conditional evaluation and loops
- Debugging techniques
Data Analytics with Python
- Introducing Python
- Variables and types
- Data manipulation in Python using Pandas
- Writing functions
- Data visualization using Matplotlib and Seaborn
- Data wrangling with Pandas
Introduction to Machine Learning with Python
- Linear Regression using scikit-learn
- Classification and regression trees with Python
- Classification using Support Vector Machines and Random Forests
- Clustering techniques using scikit-learn
Requirements
- There are no specific requirements needed to attend this course.
Open Training Courses require 5+ participants.
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Testimonials (5)
Hands-on examples allowed us to get an actual feel for how the program works. Good explanations and integration of theoretical concepts and how they relate to practical applications.
Ian - Archeoworks Inc.
Course - ArcGIS Fundamentals
Lab exercise
Tse Kiat - ST Engineering Training & Simulation Systems Pte. Ltd.
Course - Automated Monitoring with Zabbix
All the topics which he covered including examples. And also explained how they are helpful in our daily job.
madduri madduri - Boskalis Singapore Pte Ltd
Course - QGIS for Geographic Information System
I liked Pablo's style, the fact that he covered a lot of subjects from report design , customization with html to implementing simple ML algortithms. Good balance theoretical information / exercices. Pablo really covered all topics i was interested in and gave comprehensive answers to my questions.
Cristian Tudose - SC Automobile Dacia SA
Course - Advanced Data Analysis with TIBCO Spotfire
Actual application of spotfire and all basic functions.
Michael Capili - STMicroelectronics, Inc.
Course - Introduction to Spotfire
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