Global Certificate in ML Design for the Future
-- ViewingNowThe Global Certificate in ML Design for the Future is a comprehensive course that equips learners with essential skills for career advancement in the machine learning industry. This course is highly important in today's technology-driven world, where machine learning has become a critical component of many businesses and organizations.
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โข Machine Learning Basics: Introduction to ML, Types of ML, Supervised, Unsupervised and Reinforcement Learning, Evaluation Metrics
โข Data Preprocessing: Data Cleaning, Data Wrangling, Feature Scaling, Data Encoding, Data Reduction
โข Python for ML: Python Basics, NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn
โข Neural Networks: Artificial Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, Long Short-Term Memory Networks
โข Deep Learning: Introduction to Deep Learning, Deep Learning Frameworks, Training Deep Networks, Hyperparameter Tuning
โข Natural Language Processing: Text Preprocessing, Text Classification, Sentiment Analysis, Named Entity Recognition
โข Computer Vision: Image Preprocessing, Object Detection, Image Segmentation, Image Classification
โข Explainable AI: Model Interpretability, Model Transparency, Model Accountability, Model Fairness
โข ML Ethics and Bias: Ethical Considerations in ML, Bias in ML, Discrimination in ML, Privacy and Security in ML
โข ML Deployment and Maintenance: Model Deployment, Model Monitoring, Model Maintenance, Continuous Integration and Continuous Deployment in ML
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