Exam Preparation
DSFData Science Fundamentals
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English
Intermediate
FACE 2 FACE
ON SITE TRAINING
LIVE VIRTUAL
TRAINING
COACHING
& MENTORING
SELF-PACED
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Course Overview
This ISACA course introduces you to data science, a growing and rapidly changing field that is becoming increasingly vital to business survival, job stability, and national security. Data science demands skilled professionals who possess the knowledge, skills, and ability to address the evolving threat landscape.
Key Takeaways
1
Identify key concepts and terminology in data sciences.
2
Define the key concepts, roles and domains of data sciences.
3
Explain legal, regulatory and ethical considerations regarding use of data.
4
Explain activities performed to prepare data for analysis, categorization and modeling.
5
Distinguish among types of visualization and reporting tools.
LEORON - Professional Development Institute
LEORON is the leading corporate training and EdTech company in the EMEA region, with the most comprehensive learning and development solutions in all strategic corporate functions, including Corporate Finance, HR, Procurement and SCM, Technology, Quality, Operations and Engineering. Through instructor-led sessions, in-company training, and coaching, our faculty of experts deliver over 1200+ programs annually, while 25,000+ professionals are equipped with up-to-date relevant education and the latest tech solutions across the EMEA region.We help our valued clients with a wide range of services, including Training Needs Analysis, Competency Development and Assessment, and custom-built e-Learning solutions that cater to specific industries and knowledge areas.LEORON mission remains boosting competitiveness of our clients worldwide through continuous learning, while we strive to achieve our vision of becoming the best quality corporate training and EdTech Company in the EMEA and the world.Whether our clients are facing difficulties re-organising their brand, equipping their workforce with an extra set of skills or aiming to assess competencies within an existing structure, our development planning is a great solution.LEORON’s mission is to help our worldwide clients boost their competitiveness by improving the competency levels of their employees, through top quality training and development solutions delivered by unrivaled global experts and facilitated by the best training managers in the industry.
Course Outline
Day 1
Session 1 – Data Characteristics: Basic Concepts
1.1.1 What Is Data Science?
1.1.2 Defining Big Data
1.1.3 The Evolution of Big Data
1.1.4 What Is Data?
1.1.5 Raw Data vs. Contextualized Data
1.1.6 Difference Between Data Statistics and Analytics
1.1.7 Data Types
1.1.8 ASCII and Unicode
Session 2 – Use of Data in Information Systems
1.1.9 DIKW Pyramid
1.1.10 Metadata
1.1.11 Data Flows and Data Diagrams
1.1.12 Applicability of Data to Business
Session 3 – Data Structures
1.2.1 Characteristics of Data Structures
1.2.2 Linear Structures
1.2.3 Tree Structures
1.2.4 Index and Pointer Structures
Day 2
Session 4 – Statistical Analysis
1.3.1 Populations and Samples
1.3.2 Statistical Modeling
1.3.3 Key Performance Indicators (KPIs)
Session 5 – Types of Databases
2.1.1 Introduction
2.1.2 Operational Databases
2.1.3 Relational vs. Non-Relational Databases
2.1.4 Autonomous Databases
Session 6 – Data Management
2.1.5 Common Database Management Systems
2.1.6 Data Lakes
2.1.7 Data Warehouse
2.1.8 Data Management Platforms
Day 3
Session 7 – Governance
2.2 Governance
2.2.1 Data Governance
2.2.2 Legal and Regulatory Compliance
Session 8 – Data Governance Roles
2.2.3 Data Ethics
2.2.4 Data Roles and Responsibilities
Session 9 – Access and Protection
2.3 Access and Protection
2.3.1 Data Accessibility and Protection
2.3.2 Managing Permissions
2.3.3 Third-Party and Vendor Access and Management
2.3.4 Data Obfuscation
2.3.5 Tokenization
2.3.6 Encryption
Day 4
Session 10 – Data Discovery and Collection
3.1 Data Discovery and Goal Identification
3.1.1 Requirements and Resources
3.1.2 Formulation of Hypotheses
3.2 Data Collection
3.2.1 Database Queries
3.2.2 Data Collection Methods and Session
Session 11 – Data Classification
3.3 Data Classification
3.3.1 Data Cleansing
3.3.2 Data Clustering
3.3.3 Data Tagging
3.3.4 Data Governance Tools
Session 12 - Data Processing Concepts
3.4.1 Introduction
3.4.2 Exploratory Data Analysis
3.4.3 Model Development Tools
3.4.4 Statistical Analysis Tools
3.4.5 Business Analytics
Day 5
Session 13 – Data Processing with Machine Learning, Part 1
3.4.6 Machine Learning
Session 14 - Data Processing with Machine Learning, Part 2
3.4.6 Machine Learning
Session 15 – Communication of Results
3.5.1 Reporting Techniques
3.5.2 Reporting Tools
Who Should Attend?
This highly practical and interactive course has been specifically designed for
→ IT professionals with a familiarity of basic information technology and information systems concepts, who are:
→ New to data sciences
→ Interested in entering the field of data sciences
→ Interested in the ISACA Data Sciences Certification
→ Students and recent graduates interested in the field of data sciences
→ Individuals with zero to three years data sciences experience
FAQ
What language will the course be taught in and what level of English do I need to take part in a LEORON training program?
Most LEORON courses are delivered in English. However, there are some courses offered in Arabic, mainly online. For our in-house courses, sessions can be curated and delivered in any language upon request. In general, the best way to confirm language availability is to check with our Enrollment Managers for the most up-to-date information. Simply click on “Let’s talk on WhatsApp” to chat with us directly.
What formats are the courses offered in?
LEORON delivers training in various formats including face-to-face, live virtual sessions, self-paced learning, in-house delivery as well as online courses.
Are LEORON Public courses certified by an official body/organization?
Yes, most LEORON public courses are accredited by internationally recognized bodies such as CIPD, ATD, PMI, EdEx, and many others—depending on the course.
Who accredits LEORON’s training programs?
LEORON partners with over 20 international bodies such as PMI, CIPD, ATD, EdEx, NASBA, CISI, GARP, HRCI, SHRM, ACCA, ASQ, IIA, ILM, IAC, and others
Are CPD points or PDUs provided?
Yes, learners can earn CPD credits and professional development units (PDUs) including NASBA CPEs, PMI PDUs, CISI, GARP, HRCI, SHRM, and more.
How can I register for a course?
You can register through our website by filling in the inquiry form, or by speaking directly with one of our consultants via WhatsApp or email. Once we confirm your interest, we’ll guide you through the steps.
When is the registration deadline for public courses?
Registration typically closes 14 days before the course start date, with occasional late registrations accepted upon confirmation
What is included in the course fee?
The fee generally covers 5-star venue facilities, training materials, certified instruction, lunches and refreshments, plus certification and membership where applicabl0065
Are there group rates or discounts?
Yes, group bookings and corporate-level discounts are available. Learners are encouraged to reach out to discuss specific arrangements
What support is available with registration?
Enrollment Managers and a Registration Desk assist with the entire process, including deadlines, travel logistics, and course customization. As well as any other special requests you might have. Simply to go your preferred course and click on “Let’s chat on WhatsApp” to do so.
Can I request a bespoke course at my location or within my organization?
Yes, in-house training is fully customizable in terms of curriculum, language, delivery, and timing. You can suggest dates and locations. Simply to go your preferred course and click on “Let’s chat on WhatsApp” in order to address any questions or concerns in this regards.
What is the refund or cancellation policy?
Refund and cancellation policies vary depending on the course type and location. Generally, cancellations made at least 14 days before the course start date may be eligible for a full or partial refund, while cancellations made closer to the course date may incur a fee. For exact terms, please consult your Enrollment Manager or refer to the course confirmation email.
Can I register multiple employees from my company?
Yes. We support group registrations and offer corporate packages for organizations enrolling multiple participants. Our team can help coordinate the logistics for group bookings.
Who should attend these courses?
LEORON caters to a variety of professionals: from those seeking leadership development to project managers, HR specialists, finance professionals, cybersecurity, procurement, Ai enthusiasts and many others.
Do I need prior experience or academic qualifications?
Not always. Many specialized paths, like cybersecurity, accept learners without prior experience. However, some courses (e.g., PMI PDU-based ones) may have recommended prerequisites. Its always better to chat with one of our Enrollment Managers to discuss more. Simply to go your preferred course and click on “Let’s chat on WhatsApp” to do so.
Will I receive a certificate after completing the course?
Yes. Upon full attendance and successful completion, you will receive a certificate of participation or accreditation, depending on the course.
Are meals and refreshments included in face-to-face courses?
Yes. For in-person courses, lunch and coffee breaks are provided daily at the venue.
Can LEORON deliver a course in-house at our organization?
Absolutely. All programs can be delivered privately at your company or virtually for your team, customized to match your internal goals and structure.
Reviews
- Review:IAMM Internal Audit Maturity ModelIn recognition of their dedication and contribution supporting IKEA Saudi Arabia in arranging training programs during 2017 & 2018, looking forward for more development and exciting effort this year. On behalf of IKEA Saudi Arabia, THANK YOU!Dalal Kutbi
- Review:Certified Professional in Quality and Patient SafetyDating back to 2014, Mobily’s “LEORON” experience has grown from a single collaboration to a long-term partnership. We consider “LEORON” Institute as a strategic partner, whose contribution has been nothing but premium in equipping our staff with field-based knowledge and information. Past three years have resulted with an expanded collaboration with superior customer service and support. Best Regards,Turki S. Alsahaan
- Review:Certified Professional in Quality and Patient SafetySince the partnership was signed between BAE Systems Saudi Development & Training and LEORON in 2017, we have been working together to offer the Saudi market a complete portfolio of training solutions benefiting from the wide and extensive experience of both parties. Recognizing the great success of this partnership, we are looking for further collaborations in the future that will position both companies as one of the leading training providers in Saudi Arabia. We thank the LEORON team for their full cooperation and continuing support, and look forward to further success together in the years to come.Emad Alrajih
- Review:Certified Professional in Quality and Patient SafetyWe have been working with LEORON for the past two years and will be working with them again this upcoming year. The programs they delivered were fruitful and exciting and our organization has received positive feedback from the participants. What our organization aims to do is to provide at no cost training for all the private sector employees so that they may benefit from our offered programs in Innovation and Professional development. LEORON has helped us achieve this goal. We look forward to continuing this service and wish them the best of luck. Regards,Nasser M. Al-Subaie
