BIG DATA & MACHINE LEARNING

Available Dates & Locations

Dates
February 24, 2025
–
February 26, 2025
Location
Dubai
Duration
3 Days
Venue

09:00 am – 03:30 pm (Dubai)

Language
EN
Fees

$3,210.00

Register
Dates
February 24, 2025
–
February 26, 2025
Location
Virtual Live
Duration
3 Days
Venue

09:00 am – 03:30 pm (Dubai)

Language
EN
Fees

$2,250.00

Register
Dates
September 23, 2025
–
September 25, 2025
Location
Dubai
Duration
3 Days
Venue

09:00 am – 03:30 pm (Dubai)

Language
EN
Fees

$3,210.00

Register
Dates
September 23, 2025
–
September 25, 2025
Location
Virtual Live
Duration
3 Days
Venue

09:00 am – 03:30 pm (Dubai)

Language
EN
Fees

$2,250.00

Register

Create an Account to View the Course Brochure

Please create an account to view this course brochure.

Name(Required)
Account Password(Required)
This field is for validation purposes and should be left unchanged.

COURSE OVERVIEW

This course provides a comprehensive introduction to the concepts, tools, and applications of Big Data and Machine Learning. Participants will gain a solid understanding of how to harness the power of data to drive business decisions and build predictive models. The program covers foundational knowledge of data analytics, modern machine learning techniques, and the strategic importance of big data in a competitive landscape. Attendees will explore real-world examples and methodologies to enhance operational efficiency, decision-making, and innovation. With hands-on insights, this course equips participants with the skills required to apply machine learning principles effectively in their organizations.

COURSE OBJECTIVES

By completely attending this course, participants will be able to:

  • Understand the fundamentals of big data and machine learning.
  • Apply machine learning algorithms to real-world datasets.
  • Optimize data processing workflows for efficiency.
  • Evaluate the performance of predictive models.
  • Interpret data insights to inform strategic decisions.

NOTE

This course requires participants to bring their own laptops with a Windows operating system and Python 3.x fully installed.

freepik a dark hallway with glowing data servers and the t 59812

TARGET COMPETENCIES

  • Data Analytics
  • Predictive Modeling
  • Machine Learning Techniques
  • Big Data Architecture
  • Data Strategy

This course is designed for professionals looking to integrate data-driven strategies into their work. Ideal participants include:

  • Data Analysts
  • Business Intelligence Managers
  • IT Professionals
  • Data Engineers
  • Product Managers

This course will be delivered through instructor-led presentations, hands-on exercises, and guided demonstrations of tools and techniques to ensure practical learning outcomes.

INTRODUCTION TO BIG DATA AND MACHINE LEARNING

  • Defining Big Data and its significance in business.
  • Overview of machine learning and its applications.
  • Key differences between supervised and unsupervised learning.
  • Exploring the data lifecycle.

BIG DATA ARCHITECTURE AND TOOLS

  • Components of big data architecture.
  • Introduction to Hadoop and Spark frameworks.
  • Data storage techniques: Data lakes and warehouses.
  • Tools for managing big data (e.g., Hive, HBase).

DATA PREPARATION AND PROCESSING

  • Data cleaning and preprocessing techniques.
  • Handling missing data and outliers.
  • Feature selection and engineering.
  • Introduction to ETL (Extract, Transform, Load) processes.

MACHINE LEARNING ALGORITHMS

  • Overview of linear and logistic regression.
  • Decision trees and random forests.
  • Clustering methods (K-Means, DBSCAN).
  • Neural networks and deep learning basics.

EVALUATING AND OPTIMIZING MODELS

  • Metrics for model evaluation (accuracy, precision, recall).
  • Cross-validation and its importance.
  • Hyperparameter tuning techniques.
  • Preventing overfitting and underfitting.

APPLICATIONS AND DEPLOYMENT

  • Case studies of machine learning in industries.
  • Strategies for deploying machine learning models.
  • Ethical considerations and bias in AI.
  • Trends and innovations in big data and machine learning.
0
    0
    Your Cart
    Your Cart is EmptyReturn to Courses
    Close Sidebar
      Open chat
      1
      💬 Need help?
      Powered by Joinchat
      Welcome to Virginia Institute of Finance and Management! 👋
      Thank you for reaching out to us.😊 How may we help you?