Certificate in AI for School Coding Classes: Algorithmic Thinking
-- ViewingNowThe Certificate in AI for School Coding Classes: Algorithmic Thinking is a crucial course that focuses on equipping learners with essential AI skills at an early age. This program is increasingly important as AI becomes more integrated into our daily lives.
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โข Introduction to AI and Machine Learning: Basics of AI, Machine Learning, and Deep Learning. Use cases and real-world examples.
โข Algorithmic Thinking: Understanding and developing algorithms. Complexity analysis. Sorting and searching algorithms.
โข Data Structures for AI: Arrays, linked lists, stacks, queues, trees, and graphs. Implementing data structures in code.
โข Neural Networks: Introduction to artificial neural networks. Forward and backpropagation algorithms.
โข Convolutional Neural Networks (CNNs): Understanding CNNs, their architecture, and use cases. Image recognition with CNNs.
โข Recurrent Neural Networks (RNNs): Introduction to RNNs, their architecture, and use cases. Natural language processing with RNNs.
โข Reinforcement Learning: Basics of reinforcement learning. Q-learning, SARSA, and policy gradients.
โข Natural Language Processing (NLP): Understanding NLP, its applications, and techniques. Sentiment analysis and text classification.
โข Ethics in AI: Understanding ethical considerations in AI. Bias, fairness, and transparency in AI systems.
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