Video description
The course is designed for engineers and data scientists who have some familiarity with Scala, Apache Spark, and machine learning who need to process large natural language text in a distributed fashion.We will use sample of posts from the subreddit /r/WritingPrompts, which contains short stories and comments about the short stories.The course has four parts1. Building a natural language processing and entity extraction pipeline on Scala & Spark2. Machine Learning Applications for Statistical Natural Language Understanding at Scale3. Topic Modeling on Natural Language with Scala, Spark and MLLib4. Deep Learning Applications for Natural Language Understanding with Scala, Spark and MLLibYou will learn how use Apache Spark to process text with annotations, use machine learning with your annotations, create and use topic models, create and use a word2vec model.
Table of contents
- Welcome to the Course
- Part 1: Building a natural language processing and entity extraction pipeline on Scala Spark
- Part 2: Machine Learning Applications for Statistical Natural Language Understanding at Scale
- Part 3: Topic Modeling on Natural Language with Scala, Spark and MLLib
- Part 4: Deep Learning Applications for Natural Language Understanding with Scala, Spark and MLLib
Product information
- Title: Building Pipelines for Natural Language Understanding with Spark
- Author(s):
- Release date: December 2016
- Publisher(s): O'Reilly Media, Inc.
- ISBN: 9781491978122
You might also like
book
Designing Data-Intensive Applications
Data is at the center of many challenges in system design today. Difficult issues need to …
book
Software Engineering at Google
Today, software engineers need to know not only how to program effectively but also how to …
book
Applied Natural Language Processing in the Enterprise
NLP is one of the hottest topics in AI today. Having lagged for years behind other …
book
40 Algorithms Every Programmer Should Know
Learn algorithms for solving classic computer science problems with this concise guide covering everything from fundamental …