Machine Learning

by G-TEC Education Institute

The Machine Learning Fundamentals Course at G-TEC Education Institute in Dubai is a comprehensive program designed to introduce participants to the exciting world of machine learning. In today's data-driven era, machine learning has become a

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Duration

32 Hours

Course Details

Course Objectives:

Develop a clear understanding of machine learning concepts and terminology.
Explore various machine learning algorithms and their real-world applications.
Learn how to preprocess and transform data for machine learning tasks.
Acquire hands-on experience in building and evaluating machine learning models.
Prepare for further exploration of advanced machine learning topics.

Course Curriculum:

Introduction to Machine Learning
- Understanding the role of machine learning in data analysis
- Types of machine learning: supervised, unsupervised, and reinforcement learning
Data Preprocessing and Feature Engineering
- Data cleaning, handling missing values, and outlier detection
- Feature selection, transformation, and scaling techniques
Supervised Learning Algorithms
- Linear regression, logistic regression, and decision trees
- Support vector machines (SVM) and k-nearest neighbors (k-NN)
Unsupervised Learning Algorithms
- Clustering techniques: k-means, hierarchical clustering, and DBSCAN
- Dimensionality reduction methods: PCA and t-SNE
Model Evaluation and Validation
- Splitting data into training and testing sets
- Metrics for evaluating classification and regression models
Introduction to Neural Networks
- Basic concepts of artificial neural networks
- Overview of deep learning and its applications

G-TEC Education is an ISO certified organization in the noble field of education in various segments including ICT, Academic programs, ITeS, Corporate trainings, Skilling and vocational trainings including Government projects through quality learning and training centres.

G-TEC is one of the world’s largest education network with 500+ from training centres in 19+ countries and is reputed for its quality, brand and vendor certification.

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Qusais Branch

Villa -19, Behind Al Twar Center, Al Qusais 2, Qusais, Dubai

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