Certificate in Deep Learning & Text Analytics
-- ViewingNowThe Certificate in Deep Learning & Text Analytics is a comprehensive course designed to equip learners with essential skills in deep learning and text analytics. This program emphasizes the importance of these technologies in today's data-driven world, where businesses rely on data analysis to make informed decisions.
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โข Introduction to Deep Learning: Neural networks, backpropagation, activation functions
โข Convolutional Neural Networks (CNNs): Image classification, object detection, feature extraction
โข Recurrent Neural Networks (RNNs): Sequence data, time series analysis, natural language processing
โข Long Short-Term Memory (LSTM) & Gated Recurrent Units (GRU): Memory cells, vanishing gradient problem, text generation
โข Deep Learning Frameworks: TensorFlow, Keras, PyTorch, Theano
โข Text Preprocessing: Tokenization, stemming, lemmatization, stop words removal
โข Word Embeddings: Word2Vec, GloVe, FastText, contextualized embeddings
โข Text Classification & Sentiment Analysis: Naive Bayes, logistic regression, support vector machines, deep learning models
โข Topic Modeling: Latent Dirichlet Allocation (LDA), Non-negative Matrix Factorization (NMF), hierarchical Dirichlet processes
โข Deep Learning for Text Analytics: Deep neural networks for text classification, sequence-to-sequence models, attention mechanisms
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