Certificate in AI Design: Understanding Algorithms
-- ViewingNowThe Certificate in AI Design: Understanding Algorithms is a comprehensive course that equips learners with essential skills in AI and machine learning algorithm design. This program is critical for career advancement in today's technology-driven world, where AI applications are increasingly in demand across industries.
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CourseDetails
• Unit 1: Introduction to AI & Algorithms
• Unit 2: Types of AI Algorithms
• Supervised Learning Algorithms
• Unsupervised Learning Algorithms
• Reinforcement Learning Algorithms
• Unit 3: Supervised Learning Algorithms
• Linear Regression
• Logistic Regression
• Decision Trees & Random Forests
• Support Vector Machines (SVM)
• Unit 4: Unsupervised Learning Algorithms
• K-Means Clustering
• Hierarchical Clustering
• Principal Component Analysis (PCA)
• Unit 5: Reinforcement Learning Algorithms
• Q-Learning
• Deep Q Network (DQN)
• Monte Carlo Tree Search
• Unit 6: Neural Networks & Deep Learning
• Perceptron
• Multilayer Perceptron (MLP)
• Convolutional Neural Networks (CNN)
• Recurrent Neural Networks (RNN)
• Long Short-Term Memory (
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EntryRequirements
- BasicUnderstandingSubject
- ProficiencyEnglish
- ComputerInternetAccess
- BasicComputerSkills
- DedicationCompleteCourse
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- NotAccreditedRecognized
- NotRegulatedAuthorized
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- ThreeFourHoursPerWeek
- EarlyCertificateDelivery
- OpenEnrollmentStartAnytime
- TwoThreeHoursPerWeek
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