Data Scientist Specialisation Curriculum
The role of a Data Scientist is to value and use the data to respond to a business problem. The Data Scientists manipulate, explore and analyse data, to extract the key knowledge for business success.
The role of a Data Scientist is to value and use the data to respond to a business problem. The Data Scientists manipulate, explore and analyse data, to extract the key knowledge for business success.
This specialisation aims to cover in a very operational manner the methods, tools and statistical and learning machine models needed by the Data Scientists to solve business problems. Workshops using IBM SPSS Software and R allow the application of the skills learned throughout the courses. The Data Scientist Specialisation Curriculum also gives you an introduction to big data environments.
Skills of a Data Scientist
A Data Scientist should have
- Solid foundation in computer science and applications, modelling, statistics, analytics and math.
- Strong business acumen, coupled with the ability to communicate findings to both business and IT leaders.
Objectives of the Data Scientist Specialisation
- This curriculum is operationally oriented. It allows you to:
- Identify relevant data and statistical or machine learning models to address business problems
- Have a good knowledge of data management and data preparation
- Have strong knowledge in data analysis using statistical and machine learning models
- Understand with IBM SPSS Text analytics the logic behind text analysis “Text Mining” and how to combine textual data with structured data to solve business problems
- Use R, IBM SPSS Modeler and statistics to manage and analyse data
- Have a basic understanding of the big data and Hadoop environment
Target Audience Data Scientist Specialisation
- Anyone with academic experience in a scientific discipline looking to move into the world of Data Science
- Business Intelligence consultants looking to move into the world of predictive analysis
Prerequisites Data Scientist Specialisation
- General computer literacy
- Anyone with academic experience in a scientific discipline
Data Scientist Certification Programs and Certification Tracks
- IBM Certified Associate - SPSS Modeler Data Analysis
- IBM Certified Associate - SPSS Modeler Data Mining
- IBM Certified Specialist - SPSS Modeler Professional
Data Scientist Specialisation Program
- Introduction to Big Data : Hadoop and its ecosystem
- Introduction to R programming
- Exploring and Visualising the data
- Preparing data to the analysis with IBM SPSS Modeler
- Looking for relationships between data
- Modeling
- Supervised Classification
- Segmentation
- Association Models
- Text Mining
- Workshops
- Case study in Marketing : Basket Analysis
- Case study in Telco
- Case study in Banking
- Case study in Industry : Predictive Maintenance
- Case study in Text Analytics Customer comments analysis
Data Scientist Specialisation Program - Training and Certification Overview
| Course Code | Title | Duration |
|---|---|---|
| GKBIGD | Introduction to Big Data : Technologies and tools | 2 days |
| U6PAR2G | Introduction to R programming + hands-on | 3 days |
| 0G512G | Introduction to Statistical Analysis using IBM SPSS Statistics | 2 days |
| 0A005G | Introduction to IBM SPSS Modeler and Data Mining | 2 days |
| 0A055G | Advanced Data Preparation with IBM SPSS Modeler | 1 day |
| Certification: IBM Certified Associate - SPSS Modeler Data Analysis 2 days individual preparation for the exam + one day exam | 3 days | |
| 0A0G2G | Automated Data Mining with IBM SPSS Modeler | 1 day |
| Certification: IBM Certified Associate - SPSS Modeler Data Mining one day individual preparation + one day exam | 2 days | |
| 0A032G | Predictive Modeling with IBM SPSS Modeler | 3 days |
| 0A045G | Clustering and Association Modeling Using IMB SPSS Modeler | 1 day |
| Certification: IBM Certified Specialist - SPSS Modeler Professional 2 days individual preparation + one day exam | 3 days | |
| 0A104G | Introduction to IBM SPSS Modeler Text Analytics | 2 days |
| Total Duration Data Scientist Specialisation | 25 days |
More information
For more information about the Data Scientist Specialisation Program, please contact your Global Knowledge Training Advisor by calling 00974 4031 6639 or emailing us