CS685: Advanced Natural Language Processing
By ResearcherStore
Categories: A-Technology
About Course
Natural Language Processing (NLP) will be taught by an experienced specialist in this course.
Giving machines the ability to interpret unstructured data extracted from natural language has a lot of potentials. In this course, I cover a wide range of NLP subjects. I explain NLP ideas in a straightforward manner, including examples in Python utilizing libraries such as NLTK, spaCy, and TensorFlow. I also talk about text pre-processing, text classification, text summarization, topic modeling, and word embeddings, among other things. I also discuss NLP applications in a variety of fields, such as healthcare and finance.
This course is for
beginners who wish to learn about Natural Language Processing from an experienced professional in a hands-on manner. Python programmers who want to learn more about natural language processing.
Course Content
UMass CS685 (Advanced NLP): course introduction
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UMass CS685 (Advanced NLP): Language modeling
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UMass CS685 (Advanced NLP): Neural language models
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UMass CS685 (Advanced NLP): Final projects
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UMass CS685 (Advanced NLP): Backpropagation
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UMass CS685 (Advanced NLP): Implementing a neural language model in PyTorch
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UMass CS685 (Advanced NLP): Attention mechanisms
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UMass CS685 (Advanced NLP): Transformers and sequence-to-sequence models
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UMass CS685 (Advanced NLP): Transfer learning for NLP
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UMass CS685 (Advanced NLP): BERT
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UMass CS685 (Advanced NLP): Scaling up language modeling & GPT-3
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UMass CS685 (Advanced NLP): Text generation decoding and evaluation
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UMass CS685 (Advanced NLP): Paraphrase generation
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UMass CS685 (Advanced NLP): Crowdsourced text data collection
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UMass CS685 (Advanced NLP): Model distillation and security threats
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UMass CS685 (Advanced NLP): Retrieval-augmented language models
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UMass CS685 (Advanced NLP): Implementing a Transformer
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UMass CS685 (Advanced NLP): vision + language
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UMass CS685 (Advanced NLP): exam review
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UMass CS685 (Advanced NLP): Intermediate fine-tuning
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UMass CS685 (Advanced NLP): ethics in NLP
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UMass CS685 (Advanced NLP): probe tasks
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UMass CS685 (Advanced NLP): semantic parsing
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UMass CS685 (Advanced NLP): commonsense reasoning (guest lecture by Lorraine Li)
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