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CCDS
Core Concepts in Data Science

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English
Intermediate
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Course Overview

The Core Concepts in Data Science is a five-day intensive program designed to build a strong foundation in data science. This course covers essential skills in R programming, data visualization, probability, statistical inference, and productivity tools. Participants will learn fundamental data science concepts and R programming basics, including data types, data frames, and essential programming constructs. Interactive exercises will help in effective data handling and manipulation using R.
The course emphasizes data visualization with ggplot2, teaching participants to create compelling visual representations and communicate data insights effectively. Key probability concepts and statistical inference techniques, such as hypothesis testing and regression analysis, are covered to help participants make data-driven decisions. Additionally, the course introduces productivity tools like version control with Git and GitHub, efficient project management with RStudio, and reproducible research using markdown. By the end of this course, participants will have a solid foundation in data science, ready for more advanced topics and projects.

Hetaf A.
Coordinator - Program Enrollment
[email protected]
Let’s talk on WhatsApp

Key Takeaways

1
Understand and explain the fundamental concepts and methodologies of data science, demonstrating a thorough grasp of the subject.
2
Apply R programming techniques to handle, manipulate, and analyze diverse data sets, ensuring data integrity
3
Create detailed data visualizations using ggplot2 in R, effectively communicating complex data insights to various audiences.
4
Analyze data using probability concepts and statistical inference techniques, making informed decisions through hypothesis testing and regression analysis
5
Utilize productivity tools like Git, GitHub, and RStudio to efficiently manage data science projects, ensuring reproducibility and collaboration.

Harvard University
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This program is from Harvard’s Office of the Vice Provost for Advances in Learning (VPAL), in association with HarvardX. It is offered in collaboration with GetSmarter, an edX partner. Gain a holistic perspective on cybersecurity risk and mitigation, and get recognised for your knowledge with a premier certificate from Harvard’s VPAL.

Learners will receive a LEORON certificate of attendance upon the completion of the Face 2 Face Onsite training provided and delivered by LEORON Institute.

The Face 2 Face Onsite Training offered by LEORON is separate and independent from the Online Self-paced Training offered by Harvard’s VPAL via edX. Harvard’s VPAL and edX are not affiliated or associated with the Face 2 Face Onsite Training provided by LEORON, and LEORON is not affiliated or associated with the Online Self-paced Training provided by Harvard VPAL.

Course Outline

DAY 1 Introduction to Data Science and R Basics
→ Module 1: Welcome and Program Overview
→ Module 2: Introduction to Data Science
→ Module 3: Understanding Data Types in R
→ Module 4: Basic R Programming Exercises
→Module 5: Data Frames and Data Manipulation in R
→ Module 6: Programming Concepts: Functions, Loops, and Conditionals
→ Module 7: Data Handling Practical Session
→ Module 8: Q&A and Wrap-Up
DAY 2 Data Visualization with R
→ Module 1: Principles of Data Visualization
→ Module 2: Introduction to ggplot2 in R
→ Module 3: Creating Basic Plots (Histograms, Scatter Plots)
→ Module 4: Advanced Plotting Techniques
→ Module 5: Customizing Plots and Themes in ggplot2
→ Module 6: Hands-on Exercise: Creating Visualizations
→ Module 7: Q&A and Wrap-Up .
DAY 3 Probability and Its Applications
→ Module 1: Fundamental Concepts in Probability
→ Module 2: Random Variables and Probability Distributions
→ Module 3: Applying Probability in Data Science
Module 4: Statistical Inference and Probability
→ Module 5: Case Study: Real-World Applications
→ Module 6: Hands-on Exercise: Probability Problems in R
→ Module 7: Q&A and Wrap-Up
DAY 4 Inference and Modeling
→ Module 1: Introduction to Statistical Inference
→ Module 2: Building Statistical Models
→ Module 3: Hypothesis Testing
→ Module 4: Regression Analysis
→ Module 5: Practical Session: Inference and Modeling in R
→ Module 6: Model Evaluation Techniques
→ Module 7: Q&A and Wrap-Up.
DAY 5 Productivity Tools for Data Science
→ Module 1: Enhancing Productivity with Tools
→ Module 2: Version Control with Git and GitHub
→ Module 3: Using RStudio for Data Science Projects
→ Module 4: Reproducible Research with Markdown
→ Module 5: Hands-on Exercise: Productivity Tools
→ Module 6: Final Project Overview and Guidelines
→ Module 7: Q&A and Program Wrap-Up

Who Should Attend?

This highly practical and interactive course has been specifically designed for

→Business and Data Analysts: Professionals
who need to analyze and report on data to
inform business decisions.

→Project Managers: Those who manage
projects and require data to plan and
report progress.

→Finance Professionals: Analysts and
managers who need to handle complex
financial data and forecasts.

→IT Professionals: Those who support
data systems and need to understand
data flows and reporting.

→Operations Managers: Managers needing to
optimize operations through data analysis.

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:
    Certified Professional in Quality and Patient Safety
    Dating 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 Safety
    Since 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 Safety
    We 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
  • Review:
    IAMM Internal Audit Maturity Model
    In 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