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An introduction to Python, Data Science and Big Data, plus a deep introduction to the major Big Data technologies for the practitioners working with them.

This 5-day course is ideal for people who are currently working as software engineers with data, or in business intelligence, looking for a level-up to the next stage of large data analysis skills and contemporary patterns of Data Science.

You will learn how to work and model large sets of data and understand the statistical mathematical models behind it. You'll also work with SQL and NoSQL trends and understand how to create an effective hypothesis-approach way of working with data and discerning really measurable statistical outcomes.

Target Audience

Practitioners of data analysis and fledging data scientists who wish to leverage Big Data technologies such as NoSQL databases, Hadoop and Spark.

Basic knowledge of data base architecture and SQL
Basic knowledge in programming: variables, flow and scope and functions
Prior experience of working with data
Experience with Python or other scripting languages such as Perl will be an advantage

At the end of this course attendees will know:

Fundamentals of Data Science
Fundamentals of Machine Learning
Fundamentals of Python programming
Python's data and numerical packages
How to visualise data using Python
Different data models
What is a NoSQL database, how is it different from a (traditional) Relational Database
What is Hadoop
What is Spark

At the end of this course attendees will be able to:

Write Python programs to manipulate data
Use Python to visualise data
Query graph databases Neo4j
Query column store database Cassandra
Query document based database MongoDB
Use Hadoop and Spark
Use Python Machine Learning libraries to perform predictive analysis

Introduction to Data Science
Data Mining and Machine Learning
Data Models
NoSQL
Introduction to Python
Python and Data
Python Databases and SQL
Data Science and Numerical Python
MongoDB
Neo4j and Graph Analytics
Functional Programming
Hadoop and Ecosystem
Spark MapReduce
Spark SQL
Python Machine Learning

Upcoming Trainings

Join our public courses in our Singapore facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

Classroom / Virtual Classroom

26 June 2024