Natural Language Generation with Python

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Janani Ravi

1:49:18

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01 - Introduction

01 - Introducing natural language generation.mp4

04:52

02 - 1. Natural Language Generation Using Good Old AI

01 - Natural language generation using AI.mp4

04:33

02 - Introducing SimpleNLG.mp4

03:46

03 - Generating text with SimpleNLG.mp4

05:55

04 - Using SimpleNLG for basic financial analysis.mp4

07:21

03 - 2. Natural Language Generation Using Deep Learning

01 - Natural language generation using deep learning.mp4

03:59

02 - Understanding attention in language models.mp4

02:59

03 - Introducing transformer models.mp4

04:06

04 - The Hugging Face Transformers library.mp4

02:31

04 - 3. Fine-Tuning a Model for Natural Language Generation

01 - Exploring model and dataset for natural language generation.mp4

03:36

02 - Setting up Google Colab.mp4

02:20

03 - Loading and exploring training data.mp4

04:49

04 - Tokenization and text generation.mp4

05:38

05 - Computing ROUGE scores for generated text.mp4

04:53

06 - Training the T5 small model.mp4

07:47

07 - Visualizing training and validation losses.mp4

01:06

08 - Generating text and computing ROUGE scores.mp4

04:35

05 - 4. Configuring Decoding Strategies for Text Generation

01 - Understanding language generation models.mp4

03:04

02 - Decoding strategies for language generation.mp4

07:17

03 - Exploring the GPT2 transformer on Hugging Face.mp4

01:52

04 - Text generation using Greedy Search.mp4

03:10

05 - Text generation using Beam Search.mp4

04:53

06 - Text generation using sampling.mp4

06:30

07 - Constrained beam search.mp4

06:08

06 - Conclusion

01 - References, summary, and next steps.mp4

01:38

Description

Natural language generation is one of the most popular subfields of AI, and it only stands to become more prominent over the next few years. In this course, software developer Janani Ravi introduces you to the core concepts and fundamental skills of natural language generation with the widely used, open-source programming language Python.

Explore the basics of natural language generation using SimpleNLG and deep learning tools such as transformer models and the Hugging Face Transformers library. Janani shows you how to fine-tune a model for natural language generation and configure decoding strategies for text generation. By the end of this course, you’ll be equipped with in-demand, cutting-edge skills to take your software development career to the next level.

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Python

Artificial Intelligence

Natural Language Processing

Janani Ravi

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Linkedin Learning

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.