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Data Science
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Data Science Training in Singapore, Singapore

Data Science Training

Browse for Data Science course details online on Zeolearn institute and enroll today for more benefits on Data Science training. Know more about mean Stack Certification and Online Classes.
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Modes of Delivery

Key Features

40+ Hours interactive and experiential data science training
Get coached by certified experts
Learn to analyse large data sets using advanced data analytical tools
Learn to make data driven decisions and work as a data scientist
Flexible instructor-led learning
Comprehensive courseware with exercises

Description

Why Data Science?

Data science is much more than just number crunching. It’s all about exploring, analysing and finding the truth. Data Scientists are like story tellers, using data to weave complex yet beautiful stories that ultimately help the organization by giving valuable business insights and communicating effectively with stakeholders.

The Zeolearn advantage

In this fast paced online data science course, we will help you build a solid foundation in data science by helping you master the application of analytical tools and understand the basics of machine learning, including data mining and predictive analytics. With expert guidance from your mentors you will get exposure to real world analytical problems and an experience of how data analysts deal with challenges.

Here’s what you will learn!

  • The need and responsibilities of a data scientist and how they aid in making important business decisions and achieve organizational goals
  • To analyse large data sets using advanced data analytical tools and make data driven decisions
  • Advanced tools and techniques such as R programming, Hadoop and Machine Learning implementation with Apache Mahout

Is this course right for you?

Big Data specialists, business analysts, statisticians, developers, information architects and other professionals who want to get into the field of predictive analysis will find this course useful. 

Prerequisites:

There are no prerequisites for attending this course but participants with a strong background in mathematics and knowledge of Java will benefit most. It is also desired that participants have core knowledge of Hadoop, R and Mahout.

 

Curriculum

  • Introduction to Data Science
  • What is a Data Scientist
  • What is Data Science?
  • Problems Solved by Data Science
  • Pandas
  • Dataframes
  • Create a New Dataframe
  • What is Data Wrangling?
  • Acquiring Data
  • Common Data Formats
  • What are Relational Databases?
  • Introduction to Databases Schemas
  • API’s
  • Data in JSON Format
  • How to Access an API efficiently
  • Missing Values
  • Easy Imputation
  • Impute using Linear Regression
  • Tip of the Imputation Iceberg
  • Statistical Rigor
  • Why is Stats Useful?
  • Introduction to Normal Distribution
  • T Test
  • Welch T Test
  • Non-Parametric Tests
  • Non-Normal Data
  • Stats vs. Machine Learning
  • Different Types of Machine Learning
  • Prediction with Regression
  • Cost Function
  • How to Minimize Cost Function
  • Coefficients of Determination
  • Effective Information Visualization
  • Communicating Findings
  • Communicating Findings Well
  • Visual Encodings
  • Perception of Visual Cues
  • Plotting in Python
  • Data Scales
  • Visualizing Time Series Data
  • Big Data and MapReduce
  • Basics of MapReduce
  • Mapper
  • Reducer
  • MapReduce with Subway Data

Frequently Asked Questions

There is data everywhere−and in this data is hidden information and patterns that can provide knowledgeable insights to businesses and research. Data science is basically the informed and systematic extraction of relevant information or knowledge from data. And in order to extract this relevant information, the data must be examined from all angles. This requires specialized knowledge of statistics and good computer science skills. A data scientist is a professional who has this knowledge and hence can make useful predictions based on tons of data that is generated every day. Data analytics is a niche profession and there is much more demand than there is supply. Well qualified and trained data scientists can command lucrative salaries and job positions. Data science training courses such as the one offered by a data science institute such as Zeolearn will give you the training needed to succeed in your career.

  • The responsibilities of a Data Scientist
  • The analysisof Big Data using R, Hadoop and Machine Learning
  • The processes involved in the Data Analysis Life Cycle
  • The use of data formats including XML, CSV and SAS, SPSS
  • To transform data using best practices and tools
  • The implementation of various Data Mining techniques
  • The use of machine learning algorithms in R
  • To analyse data using Hadoop Mappers and Reducers
  • The basics of Apache Mahout
  • To follow best practices in data visualization and optimization techniques

Zeolearn brings you online, mentor driven courses that not only helps professionals gain theoretical expertise but also the practical experience in a wide variety of courses including the ones on Big Data such as Apache Spark and Scala, Hadoop Administration, and Big Data Analytics using Hadoop which are among the most popular. The fact that our workshops are mentor driven gives us an edge over other training institutes since you can learn from industry experts about the application and challenges of upcoming technologies. We have so far trained thousands of professionals with the skills needed to land lucrative jobs and you could be next!         

Towards the end of the course, all participants will be required to work on a project to get hands on familiarity with the concepts learnt. You will use various platforms such as R, Hadoop and Machine Learning on Big Data and learn to perform data analysis with support from your mentors. This project, which can also be a live industry project, will be reviewed by our instructors and industry experts. On successful completion, you will be awarded a certificate.

You will receive data science certification in the form of a course completion certificate issued by Zeolearn.

Classes are held on weekdays and weekends. You can check available schedules and choose the batch timings which are convenient for you.

You may be required to put in 10 to 12 hours of effort every week, including the live class, self study and assignments

Your classes will be held online. All you need is a windows computer with good internet connection to attend your classes online. A headset with microphone is recommended.

You may also attend these classes from your smart phone or tablet.

Don’t worry, you can always access your class recording or opt to attend the missed session again in any other live batch.

Developers, search application users, system administrators, IT managers and architects supporting search or e-commerce applications and technical and business users needing thorough understanding of Solr, will find this course useful.

  • Operating system such as Mac OS X, Windows or Linux
  • Good Text / JavaScript Editor (Notepad++ / SublimeText / Brackets / Atom )
  • A modern web browser such as Chrome

Data Science Course in Singapore

Introduction

Known as the Lion City or the Little Red Dot, Singapore is the only island city-state in the world. A global finance, commerce and transport hub, Singapore is also the third-largest financial centre, the second-busiest container port and the third-largest oil refining and trading centre in the world. The city has also been identified as a tax haven.

About the course in the city

An interdisciplinary field about scientific methods, processes and systems to extract knowledge or insights from data in various forms, either structured or unstructured, data science has become the buzzword of the twenty-first century. Data science offers a significant new approach to making discoveries.

There is a shortage in supply of professionals who can work effectively with data at scale. It will be highly profitable in terms of salary to build a career as data scientist by enrolling in data science classes in Singapore. Data science courses in Singapore are available thanks to data science institutes in Singapore like the Zeolearn institute, which will help you in acquiring a data science certification in Singapore.

Here is what you learn

Our data science training in Singapore offers

  • Introduction to data science, data scientists, pandas, data frames and creating new data frames
  • Introduction to database schemas, normal distribution, basics of MapReduce and MapReduce with Subway Data
  • Analysis of large data sets using advanced data analytical tools
  • Effective information visualisation along with visual encodings and plotting in Python

Objectives of the course:

  • Data science classes in Singapore by the Zeolearn academy aims to invoke the responsibilities of a data scientist in those who are aspiring to pursue a career in data science.
  • Provide workshops and lectures by expert trainers to cover all the important aspects of data science.

Highlights of the course:

  • Ability to excel in the training through hands-on assignments, where you will be mentored
  • Availability of fee refund, if opted out within a day
  • Flexible hours that can be chosen to accord to one’s suitability
  • Option to access recorded classes or attend any other live batch in the event of a missed class

Is the course right for you?

Business analysts, developers, information architects, big data specialists, statisticians etc. who are interested in getting into the field of predictive analysis will find the data science training in Singapore quite beneficial.

Prerequisites

There are no particular requirements to enroll in the data science course in Singapore. But, it will be an added advantage for the participant to have a strong background in mathematics and Java. The data science institute in Singapore finds it desirable for the participant to have in-depth knowledge of Hadoop, R and Mahout.

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