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AI Fundamentals
An introductory course exploring AI concepts, machine learning, and neural networks.
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Language: English
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Take at least 10 mins of your day to complete one lesson from the teacher and practice with our engaging learning activities.
By EducUp
EducUp is an edtech startup on a mission to make learning easy and fun.
What you will learn
Gain a comprehensive understanding of the basics of Neural Networks
Learn about different types of Unsupervised Learning Methods and their applications
Understand the principles and techniques of Supervised Learning
Receive an introductory overview of Machine Learning and its significance in AI
Get a detailed overview of Neural Networks and their functioning
Explore various practical applications of AI and its societal impacts
Get introduced to key AI Concepts and their relevance in todays world
Understand the fundamentals of Machine Learning and how it forms the backbone of AI
Learn how to train Neural Networks for different AI applications
Understand the structure and functioning of Neural Networks in depth
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Course Content
AI Concepts
Introduction to AI Concepts
Machine Learning Fundamentals
Neural Networks Overview
Introduction to Neural NetworksIntroduction to Neural Networks
Types of Neural NetworksTypes of Neural Networks
Applications of Neural NetworksApplications of Neural Networks
AI Applications and Impacts
AI in HealthcareAI in Healthcare
AI in BusinessAI in Business
Ethical ImplicationsEthical Implications
Machine Learning Basics
Introduction to Machine Learning
Understanding Machine LearningUnderstanding Machine Learning
Types of Machine LearningTypes of Machine Learning
Machine Learning AlgorithmsMachine Learning Algorithms
Applications of Machine LearningApplications of Machine Learning
Supervised Learning Techniques
Regression AnalysisRegression Analysis
Classification MethodsClassification Methods
Ensemble LearningEnsemble Learning
Unsupervised Learning Methods
Clustering TechniquesClustering Techniques
Dimensionality ReductionDimensionality Reduction
Anomaly DetectionAnomaly Detection
Association Rule LearningAssociation Rule Learning
Neural Networks Basics
Introduction to Neural NetworksIntroduction to Neural Networks
Perceptrons and Activation FunctionsPerceptrons and Activation Functions
Training Neural NetworksTraining Neural Networks
Neural Networks Explained
Introduction to Neural Networks
Basics of Neural NetworksBasics of Neural Networks
Types of Neural NetworksTypes of Neural Networks
Applications of Neural NetworksApplications of Neural Networks
Perceptron and Activation Functions
Introduction to PerceptronIntroduction to Perceptron
Understanding Activation FunctionsUnderstanding Activation Functions
Applying Perceptron in Neural NetworksApplying Perceptron in Neural Networks
Training Neural Networks
Introduction to Neural NetworksIntroduction to Neural Networks
Building Neural NetworksBuilding Neural Networks
Training Neural NetworksTraining Neural Networks
Deep Learning Techniques
Introduction to Deep LearningIntroduction to Deep Learning
Neural Networks FundamentalsNeural Networks Fundamentals
Convolutional Neural NetworksConvolutional Neural Networks
Recurrent Neural NetworksRecurrent Neural Networks
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