Global Certificate in ML Design for Smart Cities
-- ViewingNowThe Global Certificate in ML Design for Smart Cities is a comprehensive course that empowers learners with essential skills for designing machine learning (ML) solutions in smart city contexts. This course is crucial in today's world, where urban areas are increasingly leveraging technology to enhance the quality of life for their citizens.
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โข Fundamentals of Machine Learning: Introduction to ML, Supervised and Unsupervised Learning, Regression, Classification, Clustering
โข Data Preprocessing for ML: Data Cleaning, Data Wrangling, Feature Engineering, Data Visualization
โข Deep Learning for ML: Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks
โข ML for Smart Cities: Use Cases, Real-world Applications, Ethics, and Privacy in ML for Smart Cities
โข Natural Language Processing: Text Analysis, Sentiment Analysis, Named Entity Recognition
โข Computer Vision: Object Detection, Image Recognition, Facial Recognition
โข Evaluation Metrics for ML: Accuracy, Precision, Recall, F1 Score, ROC Curve
โข Cloud Computing for ML: Google Cloud, AWS, Azure, Deployment and Scaling of ML Models
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