Global Certificate in Language Generation AI Technologies
-- ViewingNowThe Global Certificate in Language Generation AI Technologies is a comprehensive course designed to meet the surging industry demand for AI language generation expertise. This certificate equips learners with essential skills in natural language processing, machine learning, and data analysis.
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⢠Introduction to Language Generation AI Technologies: Overview of AI, NLP, and language generation; use cases and applications.
⢠Natural Language Processing (NLP): Text preprocessing, tokenization, part-of-speech tagging, and parsing.
⢠Sequence-to-Sequence Models: Encoder-decoder architectures, attention mechanisms, and transformers.
⢠Deep Learning for Language Generation: Neural networks, recurrent neural networks (RNNs), long short-term memory (LSTM), and gated recurrent units (GRUs).
⢠Evaluation Metrics: Perplexity, BLEU, ROUGE, METEOR, and human evaluation.
⢠Transfer Learning and Pretrained Models: BERT, ELMo, RoBERTa, and GPT.
⢠Generative Adversarial Networks (GANs) for Text: DCGANs, TextGAN, and SeqGAN.
⢠Applications of Language Generation AI: Chatbots, virtual assistants, text summarization, and machine translation.
⢠Ethical Considerations and Bias in AI: Fairness, accountability, transparency, and privacy.
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