Natural Language Processing

156.299 students enrolled TR Subtitles
Natural Language Processing (NLP) is a subfield of linguistics, computer science, and artificial intelligence that uses algorithms to interpret and manipulate human language. This technology is one of the most broadly applied areas of machine learning and is critical in effectively analyzing massive quantities of unstructured, text-heavy data. As AI continues to expand, so will the demand for professionals skilled at building models that analyze speech and language, uncover contextual patterns, and produce insights from text and audio. By the end of this Specialization, you will be ready to design NLP applications that perform question-answering and sentiment analysis, create tools to translate languages and summarize text. These and other NLP applications are going to be at the forefront of the coming transformation to an AI-powered future. This Specialization is designed and taught by two experts in NLP, machine learning, and deep learning. Younes Bensouda Mourri is an Instructor of AI at Stanford University who also helped build the Deep Learning Specialization. Łukasz Kaiser is a Staff Research Scientist at Google Brain and the co-author of Tensorflow, the Tensor2Tensor and Trax libraries, and the Transformer paper.
CERTIFICATEKatılım Sertifikası
FORMAT100% Online
DURATION3 ay

What you'll learn

  • Natural Language Processing
  • Logistic Regression
  • Dimensionality Reduction
  • Embeddings
  • Classification Algorithms
  • Feature Engineering
  • Supervised Learning
  • Probability & Statistics
  • Text Mining
  • Statistical Machine Learning
  • Applied Machine Learning
  • Algorithms

Course Content

4 topics
  1. Kurs 1 Natural Language Processing with Classification and Vector Spaces
  2. Kurs 2 Natural Language Processing with Probabilistic Models
  3. Kurs 3 Natural Language Processing with Sequence Models
  4. Kurs 4 Natural Language Processing with Attention Models

Details

  • ProviderDeepLearning.AI
  • TypeCourse
  • CategoryData Science & AI
  • LevelIntermediate
  • Duration3 ay
  • LanguageEnglish

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