Big Data Essentials, 2019 Spring

Lecture notes

• L0: Course Introduction
• L1: Introduction to Big Data
• Linux
  • L2: Using Linux as a Data Scientist
• Python
  • L3: Introduction to Python
  • L4: Python Data Structures
  • L5: Statistical Modeling with Python
  • L6: Natural Language Processing with Python
  • L7: Chinese Natural Language Processing with Python
  • L8: Web Scraping with Python: BeautifulSoup and Selenium
• Hadoop
  • L9: Introduction to Parallel Computing
  • L10: Exploring the World of Hadoop (slides)
  • L11: Hadoop Streaming (slides)
  • L12: Hadoop Hive (slides)
  • L13: Spark and Machine Learning (slides)
• Guest lecture with case studies