Executive Development Programme in Deep Learning for Text Insights
-- ViewingNowThe Executive Development Programme in Deep Learning for Text Insights is a certificate course that empowers learners with essential skills in deep learning, natural language processing, and text analytics. In today's data-driven world, there is a growing demand for professionals who can extract valuable insights from unstructured text data.
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โข Introduction to Deep Learning: Understanding neural networks, backpropagation, and various deep learning architectures such as CNN, RNN, and LSTM.
โข Text Preprocessing: Data cleaning, tokenization, stemming, lemmatization, and vectorization for text data.
โข Natural Language Processing (NLP): Part-of-speech tagging, named entity recognition, dependency parsing, and sentiment analysis.
โข Word Embeddings: Word2Vec, GloVe, and FastText for text representation.
โข Recurrent Neural Networks (RNNs): Simple RNN, GRU, and LSTM for sequential data modeling.
โข Convolutional Neural Networks (CNNs): Text classification using CNNs.
โข Transformers and Attention Mechanisms: Overview of attention mechanisms and transformer architectures.
โข Transfer Learning and Pretrained Models: Using pretrained models such as BERT, RoBERTa, and ELMo for text insights.
โข Deep Learning for Text Insights Applications: Use cases and applications of deep learning for text insights.
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