• No products in the cart.

ratings 

Working in a hands-on learning environment, led by our Building Domain Specific Language Models expert instructor, students will learn about and explore: Starting with building n-gram language models, which will serve as a baseline for performance evaluations,moving on to a more complex modeling technique based on RNNs, finally, using state-of-the-art language model building with the AllenNLP framework. The AllenNLP framework helps you design and evaluate deep-learning models for nearly any NLP problem.

PRIVATE
Course Access

Unlimited Duration

Last Updated

July 29, 2021

Students Enrolled

20

Total Reviews

Posted by
Certification

In this course, you will be taking on the role of an NLP data scientist at Stack Exchange, a network of question-and-answer (Q&A) websites on topics in diverse fields. Stack Exchange has over 10M registered users and is best known for its flagship websites Stack Overflow or Ask Ubuntu. You will build statistics-focused language models using gradually more complex methods. You will evaluate and apply these models to the tasks of:
  • Query completion
  • Larger text generation
  • Sentence selection
At the end of this course, you will be able to build the foundations of any domain-specific NLP system by creating the most a robust and efficient language model.

Course Curriculum

    • Loading and Preparing the Dataset 00:00:00
    • Regular Expressions 00:00:00
    • Tokenization 00:00:00
    • Submit Your Work 00:00:00
    • N-gram Language Model 00:00:00
    • Building Your Vocabulary with a Tokenizer 00:00:00
    • Submit Your Work 00:00:00
    • Deep Learning Language Model 00:00:00
    • Deep Learning for Text and Sequences 00:00:00
    • Sequential NLP and Memory 00:00:00
    • Submit Your Work 00:00:00
    • Character-based Language Model with AllenNLP 00:00:00
    • Sequential Labeling and Language Modeling 00:00:00
    • Submit Your Work 00:00:00

    Course Reviews

    Profile Photo
    4 4
    1889

    Students

    About Instructor

    Course Events

    [wplms_eventon_events]

    More Courses by Insturctor

    © 2021 Ernesto.  All rights reserved.  
    X