AI, Technology & Digital · 5 Days · Public · Al-Khobraa certified · From USD 3,900
Overview
Artificial intelligence (AI) and machine learning (ML) have become essential parts of the toolset for many organizations. When used effectively, these tools provide actionable insights that drive critical decisions and enable organizations to create exciting, new, and innovative products and services.
Learning Objectives
Solve a given business problem using AI and ML.
Prepare data for use in machine learning.
Train, evaluate, and tune a machine learning model.
Build linear regression models.
Build forecasting models.
Build classification models using logistic regression and k -nearest neighbor.
Build clustering models.
Build classification and regression models using decision trees and random forests.
Build classification and regression models using support-vector machines (SVMs).
Build artificial neural networks for deep learning.
Put machine learning models into operation using automated processes.
Maintain machine learning pipelines and models while they are in production.
Who Should Attend
This course is designed for professionals working in technology and digital transformation, as well as those whose responsibilities require a stronger practical grasp of the subject and its application within their organisation.
Professionals in Artificial Intelligence & Data
IT, data and digital professionals
Analysts and technical specialists
Course Outline
Day 1 — Solving Business Problems Using AI and ML
Identify AI and ML Solutions for Business Problems
Formulate a Machine Learning Problem
Select Approaches to Machine Learning
Collect Data
Day 2 — Training, Evaluating, and Tuning a Machine Learning Model
Train a Machine Learning Model
Evaluate and Tune a Machine Learning Model
Build Regression Models Using Linear Algebra
Build Regularized Linear Regression Models
Day 3 — Building Classification Models Using Logistic Regression and k-Nearest Neighbor
Train Binary Classification Models Using Logistic Regression
Train Binary Classification Models Using k-Nearest Neighbor
Train Multi-Class Classification Models
Evaluate Classification Models
Day 4 — Building Support-Vector Machines
Build SVM Models for Classification
Build SVM Models for Regression
Build Multi-Layer Perceptrons (MLP)
Build Convolutional Neural Networks (CNN)
Day 5 — Operationalizing Machine Learning Models
Deploy Machine Learning Models
Automate the Machine Learning Process with MLOps
Integrate Models into Machine Learning Systems
Secure Machine Learning Pipelines
Accreditation
Al-Khobraa certified. On completion delegates receive an Al-Khobraa certificate of achievement.
What do Al-Khobraa AI, technology and digital courses cover?
The portfolio covers cyber security, data analytics and data science, artificial intelligence (AI) and machine learning, Power BI and Excel for analysis, digital transformation and IT governance. Courses are applied — delegates work with real datasets and tools rather than slideware.
Who should attend an AI, technology or digital course?
These courses suit IT and cyber security staff, data and business analysts, engineers and operations professionals who work with plant or business data, digital transformation teams, and managers who commission or govern technology projects. Foundation-level courses assume no programming background.
How long are AI, technology and digital courses, and where are they held?
Most Al-Khobraa AI, technology and digital courses run over 5 days. The exact duration, dates and city for this course are listed in the dates section on this page. Public sessions run across Saudi Arabia — Riyadh, Jeddah, Al-Khobar, Jubail and Yanbu — as well as regional and international venues, with live virtual classrooms available on request.
What certificate will I receive?
Delegates who complete the course receive an Al-Khobraa certificate of completion, issued by a Saudi-registered training provider. Al-Khobraa also delivers internationally accredited programmes; where a course carries an external awarding body such as PMI, CIPS, ILM or IOSH, that body is named on the course's own page.
Can AI, technology and digital training be delivered in-house for our team?
Yes. Any Al-Khobraa AI, technology and digital course can be delivered in-house at your own premises anywhere in Saudi Arabia or the GCC, with the content, dates and language of delivery tailored to your team. Al-Khobraa is an approved HRDF (Hadaf) provider, so eligible Saudi employers can seek training support. Contact us for a quotation.