Global Certificate in ML Design for the Next Generation of Leaders
-- ViewingNowThe Global Certificate in ML Design for the Next Generation of Leaders is a comprehensive course that addresses the growing industry demand for machine learning (ML) expertise. This program empowers learners with essential skills to design, implement, and manage ML solutions, thereby driving innovation and growth in their organizations.
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โข ML Basics: Introduction to Machine Learning, Supervised vs Unsupervised Learning, Types of ML Algorithms
โข Data Preprocessing: Data Cleaning, Data Transformation, Feature Scaling, Data Normalization
โข Model Selection & Evaluation: Model Training, Model Testing, Model Evaluation Metrics, Cross-Validation
โข Deep Learning: Neural Networks, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM)
โข Natural Language Processing (NLP): Text Preprocessing, Sentiment Analysis, Named Entity Recognition, Topic Modeling
โข Computer Vision: Image Recognition, Object Detection, Semantic Segmentation, Instance Segmentation
โข Reinforcement Learning: Markov Decision Processes (MDP), Q-Learning, Deep Q Network (DQN), Policy Gradients
โข Explainable AI: Model Interpretability, Model Transparency, Feature Importance, Model Debugging
โข ML Ethics: Bias in AI, AI for Social Good, AI Regulations, Responsible AI Development
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- ProficiencyEnglish
- ComputerInternetAccess
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- DedicationCompleteCourse
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