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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โข Unit 1: Introduction to AI & Algorithms
โข Unit 2: Types of AI Algorithms
โข Supervised Learning Algorithms
โข Unsupervised Learning Algorithms
โข Reinforcement Learning Algorithms
โข Unit 3: Supervised Learning Algorithms
โข Linear Regression
โข Logistic Regression
โข Decision Trees & Random Forests
โข Support Vector Machines (SVM)
โข Unit 4: Unsupervised Learning Algorithms
โข K-Means Clustering
โข Hierarchical Clustering
โข Principal Component Analysis (PCA)
โข Unit 5: Reinforcement Learning Algorithms
โข Q-Learning
โข Deep Q Network (DQN)
โข Monte Carlo Tree Search
โข Unit 6: Neural Networks & Deep Learning
โข Perceptron
โข Multilayer Perceptron (MLP)
โข Convolutional Neural Networks (CNN)
โข Recurrent Neural Networks (RNN)
โข Long Short-Term Memory (
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