FDSMFundamentals of AI & ML: Foundational Data Science Methods
English
Intermediate
FACE 2 FACE
ON SITE TRAINING
LIVE VIRTUAL
TRAINING
COACHING
& MENTORING
SELF-PACED
TRAINING
Select Date
Course Overview
In this course, you will examine what machine learning is, how it is categorized, and some everyday use cases for supervised and unsupervised machine learning. Then you will discover feature engineering and its impact on model performance. Next, focus on common types of machine learning tasks, such as clustering, classification, and simple and multiple linear regression. Finally, explore various machine learning challenges and how to overcome them.
Key Takeaways
1
Discover the key concepts covered in this course
2
Identify use cases for machine learning and differentiate supervised and unsupervised machine learning
3
Outline the process of feature engineering and its impact on model performance
4
Outline clustering and differentiate its benefits and challenges
5
List considerations for evaluating the accuracy of a clustering algorithm
6
Identify the uses of classification and name common classifiers
7
List considerations for evaluating the accuracy of a classification model
8
Outline regression, its benefits, and challenges
9
Name use cases for simple linear regression
10
Outline how to use multiple linear regression
11
List common machine learning challenges
12
Summarize the key concepts covered in this course
SkillSoft
At Skillsoft, we believe every individual has the poten-tial to be amazing. Our vision is to unleash that poten-tial through the power of learning. As the world’s largest provider of professional digital learning, Skill-soft delivers:
• Online learning that includes a broad catalogue of in-demand topics, built with deep expertise in the subject matter and scientifically proven learning science;
• Engaging learning experiences ranging from micro-learning to complete journeys and professional certifications that have impacted nearly half a billion people worldwide and certified more IT professionals than any firm on the planet; and
• A powerful, flexible, and engaging cloud-native plat-form designed to seamlessly integrate both with lead-ing HCM solutions and the natural flow of work.
Unlike other providers, Skillsoft is inclusive, with learning options for all. Our effectiveness, variety and global reach are unmatched.
• Online learning that includes a broad catalogue of in-demand topics, built with deep expertise in the subject matter and scientifically proven learning science;
• Engaging learning experiences ranging from micro-learning to complete journeys and professional certifications that have impacted nearly half a billion people worldwide and certified more IT professionals than any firm on the planet; and
• A powerful, flexible, and engaging cloud-native plat-form designed to seamlessly integrate both with lead-ing HCM solutions and the natural flow of work.
Unlike other providers, Skillsoft is inclusive, with learning options for all. Our effectiveness, variety and global reach are unmatched.
Course Outline
Course Overview
Machine Learning (ML)
Clustering
Evaluation of Clustering Algorithm Accuracy
Classification
Evaluation of Classification Model Accuracy
Regression
Simple Linear Regression
Multiple Linear Regression
Machine Learning Challenges
Course Summary
Who Should Attend?
This highly practical and interactive course has been specifically designed for
Everyone
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
