Beginner's Guide to Big Data Processing with Apache Spark and Spark NLP for NLP Engineers
Master the essentials of Apache Spark and Spark NLP to build scalable and efficient natural language processing systems for big data applications.
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Foundations of Distributed NLP with Apache Spark
Unit 1: The Big Picture: Why Distributed NLP?
NLP's Big Data Challenge
Distributed Computing 101
Spark: Your NLP Powerhouse
Unit 2: Getting Started with Spark
Setting Up Spark Locally
Your First Spark Program
Unit 3: Spark's Core Abstractions for Data
RDDs: Spark's Foundation
DataFrames: Structured Power
Loading NLP Data with Spark
Building Scalable NLP Pipelines with Spark NLP
Unit 1: Spark NLP Fundamentals
Spark NLP: The Basics
Setting Up Spark NLP
Unit 2: Core NLP Tasks with Spark NLP
Tokenization & Normalization
POS Tagging & Chunking
Named Entity Recognition
Unit 3: Building & Optimizing Pipelines
Pre-trained Models in Action
Crafting NLP Pipelines
Pipeline Performance Tuning