Global Certificate in ML Design for IoT
-- ViewingNowThe Global Certificate in ML Design for IoT is a comprehensive course that equips learners with essential skills in machine learning (ML) and Internet of Things (IoT) technology. This course is crucial in today's industry, where businesses rely on data-driven solutions to stay competitive.
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⢠Introduction to Machine Learning (ML) for IoT: Understanding the basics of ML, its significance in IoT, and various ML algorithms. ⢠Data Preprocessing for IoT: Techniques for data cleaning, normalization, and transformation in IoT applications. ⢠Supervised Learning Techniques in IoT: Regression, classification, and other supervised learning methods. ⢠Unsupervised Learning Techniques in IoT: Clustering, dimensionality reduction, and other unsupervised learning methods. ⢠Deep Learning Models for IoT: Neural networks, convolutional neural networks (CNNs), recurrent neural networks (RNNs), and other deep learning models. ⢠Reinforcement Learning in IoT: Q-learning, SARSA, and other reinforcement learning techniques. ⢠Transfer Learning and Federated Learning in IoT: Implementing pre-trained models and distributing model training in IoT networks. ⢠Model Evaluation and Optimization for IoT: Metrics, hyperparameter tuning, and cross-validation techniques. ⢠Machine Learning Platforms and Tools for IoT: TensorFlow, Keras, PyTorch, Scikit-learn, and other ML libraries and frameworks.
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