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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⢠Fundamentals of Machine Learning: Introduction to ML, Supervised and Unsupervised Learning, Regression, Classification, Clustering
⢠Data Preprocessing for ML: Data Cleaning, Data Wrangling, Feature Engineering, Data Visualization
⢠Deep Learning for ML: Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks
⢠ML for Smart Cities: Use Cases, Real-world Applications, Ethics, and Privacy in ML for Smart Cities
⢠Natural Language Processing: Text Analysis, Sentiment Analysis, Named Entity Recognition
⢠Computer Vision: Object Detection, Image Recognition, Facial Recognition
⢠Evaluation Metrics for ML: Accuracy, Precision, Recall, F1 Score, ROC Curve
⢠Cloud Computing for ML: Google Cloud, AWS, Azure, Deployment and Scaling of ML Models
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