Professional Certificate in Machine Learning Algorithms: Advanced Techniques
-- ViewingNowThe Professional Certificate in Machine Learning Algorithms: Advanced Techniques is a comprehensive course designed to equip learners with the essential skills required to excel in the rapidly evolving field of machine learning. This program focuses on advanced machine learning algorithms, including deep learning, reinforcement learning, and unsupervised learning, and covers essential concepts such as neural networks, natural language processing, and computer vision.
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⢠Advanced Machine Learning Algorithms
⢠Deep Learning: Neural Networks & Convolutional Neural Networks (CNNs)
⢠Support Vector Machines (SVMs) & Kernel Methods
⢠Ensemble Methods: Bagging, Boosting, and Stacking
⢠Decision Trees and Random Forests
⢠Dimensionality Reduction: PCA, t-SNE, and LLE
⢠Recommendation Systems: Content-Based, Collaborative Filtering, and Hybrid Models
⢠Natural Language Processing (NLP) & Word Embeddings
⢠Time Series Analysis & Forecasting: ARIMA, Exponential Smoothing, and Deep Learning Models
⢠Evaluation Metrics for Machine Learning Algorithms
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