Mastering Natural Language Processing (NLP) with Deep Learning

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Alper Tellioglu

41:40

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01. Course Overview

01. Course Overview.mp4

01:06

02. Natural Language Processing (NLP) Essentials- Exploring Text Data

01. Introduction to NLP.mp4

02:42

02. How to Prepare Text Data.mp4

03:09

03. Hands-on Preprocessing.mp4

05:05

04. What Is Word Embedding-.mp4

02:55

05. Embedding Models.mp4

01:17

06. Pretrained Embeddings.mp4

03:45

07. Limitations and Solutions.mp4

01:40

03. NLP Architectures, Sequence Models, and Transformers

01. Text Classification.mp4

03:38

02. Sequence Models and RNNs.mp4

02:32

03. Model Evaluation.mp4

02:39

04. Attention Is All You Need.mp4

04:04

05. Hands-on Transformers.mp4

05:32

06. Wrap-up.mp4

01:36

Description

Dive into text data analysis, preprocessing, word embeddings, sequence models and transformers. This course will teach you how to use the power of NLP with deep learning techniques.

What You'll Learn?

Understanding the complex world of natural language processing can be a challenging but essential task in this rapidly growing industry.

In this course, Mastering Natural Language Processing (NLP) with Deep Learning, you’ll gain the ability to analyze text data using advanced deep learning techniques.

First, you’ll explore the essentials of NLP, including the unique challenges of text data and how to preprocess it effectively for various NLP tasks.

Next, you’ll discover the concept of neural networks and their applications in NLP, learning about sequence models and recurrent neural networks (RNNs).

Finally, you’ll learn how to implement and fine-tune transformers such as BERT and GPT for real-world NLP applications.

When you’re finished with this course, you’ll have the skills and knowledge of NLP with deep learning needed to solve complex language processing tasks and build innovative AI solutions.

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Natural Language Processing

Alper Tellioglu

Instructor's Courses

I am a developer, and passionate about technology in all kind. That's why I worked on several development areas in the past, and still exploring other technologies and frameworks that catch my interest. Besides engineering, I am interested in design and art. I like building things with small and dynamic teams. Working in startup environment keeps me motivated!

Pluralsight

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Pluralsight, LLC is an American privately held online education company that offers a variety of video training courses for software developers, IT administrators, and creative professionals through its website. Founded in 2004 by Aaron Skonnard, Keith Brown, Fritz Onion, and Bill Williams, the company has its headquarters in Farmington, Utah. As of July 2018, it uses more than 1,400 subject-matter experts as authors, and offers more than 7,000 courses in its catalog. Since first moving its courses online in 2007, the company has expanded, developing a full enterprise platform, and adding skills assessment modules.