Certificate in AI for Operations: Understanding Machine Learning Algorithms
-- ViewingNowThe Certificate in AI for Operations: Understanding Machine Learning Algorithms is a comprehensive course that focuses on the essentials of Artificial Intelligence (AI) and Machine Learning (ML) for operations professionals. This course highlights the growing importance of AI in the industry, addressing the surging demand for professionals who can effectively apply AI and ML algorithms to optimize business operations.
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โข Introduction to Artificial Intelligence & Machine Learning
โข Supervised Learning: Overview & Common Algorithms
โข Unsupervised Learning: Clustering & Dimensionality Reduction
โข Reinforcement Learning: Q-Learning & Deep Q Networks
โข Neural Networks: Perceptrons, Activation Functions & Backpropagation
โข Convolutional Neural Networks (CNN) for Image Recognition
โข Recurrent Neural Networks (RNN) & Long Short-Term Memory (LSTM)
โข Natural Language Processing (NLP): Text Preprocessing & Word Embeddings
โข Evaluation Metrics: Accuracy, Precision, Recall, F1-Score & ROC Curve
โข Real-World Applications of AI for Operations
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