CS685: Advanced Natural Language Processing
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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