Advanced Certificate in ML Applications: Results-Oriented
-- ViewingNowThe Advanced Certificate in ML Applications: Results-Oriented is a comprehensive certificate course designed to provide learners with essential skills for career advancement in the high-demand field of machine learning. This program focuses on practical applications, empowering learners to drive impactful results in their organizations.
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โข Advanced Machine Learning Algorithms:
Covariance Matrix, Bayesian Networks, Generative Adversarial Networks (GANs), Deep Reinforcement Learning, Transfer Learning, Ensemble Learning.
โข Applied Deep Learning:
Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), Long Short-Term Memory (LSTM), Gated Recurrent Unit (GRU), Deep Belief Networks (DBNs).
โข Natural Language Processing (NLP):
Text Preprocessing, Sentiment Analysis, Named Entity Recognition, Part-of-Speech Tagging, Machine Translation, Chatbot Development.
โข Computer Vision and Image Processing:
Object Detection, Object Recognition, Image Segmentation, Facial Recognition, Optical Character Recognition (OCR), Augmented Reality (AR).
โข Big Data Analytics and Machine Learning:
Apache Hadoop, Spark, Flink, NoSQL Databases, Data Streaming, Scalable Machine Learning Algorithms.
โข Explainable AI and Ethical Considerations:
Bias and Fairness, Privacy and Security, Interpretable Models, Model Explainability, Ethical Guidelines for AI.
โข ML Project Management and Development:
Project Planning, Requirements Gathering, Model Development, Testing and Validation, Model Deployment, Monitoring and Maintenance.
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