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Python FundamentalPY-F

Python Fundamental 01

Key Objectives:

  • Learn how to setup the python environment
  • Learn basic python syntax and operations
  • Learn variables and basic data types including string, int, float

Suitable for:

  • Absolute beginners

Python Fundamental 02

Key Objectives:

  • Learn built-in Python data structures including Dictionary & List
  • Learn basic Python control structures including conditions and loops

Suitable for:

  • Absolute beginners

Python Fundamental 03

Key Objectives:

  • Learn advanced operation on Dictionary & List
  • Learn basic Python functions

Suitable for:

  • Absolute beginners

Python Fundamental 04

Key Objectives:

  • Learn modules in Python
  • Learn basic python file operations

Suitable for:

  • Absolute beginners

Big Data Stream (Python)PY-CW

Web Scraping with JSON

Key Objectives:

  • Learn what JSON is
  • Learn to identify websites with JSON data
  • Learn how to perform web scraping with JSON data
  • Case study on scraping OpenRice

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Web Scraping with BeautifulSoup

Key Objectives:

  • Learn to identify websites that is suitable for BeautifulSoup
  • Learn basic HTML and CSS
  • Learn how to perform web scraping with HTML/CSS and BeautifulSoup
  • Case study on scraping Hong Kong Observatory

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Web Scraping with Pyppeteer

Key Objectives:

  • Learn to identify websites that is suitable for Pyppeteer
  • Learn how to perform web scraping with Pyppeteer
  • Case study on scraping Facebook

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Text Processing

Key Objectives:

  • Learn basic Regular Expression
  • Learn text matching and replacing in Regular Expression
  • Learn some common examples including Email Checking, Phone Checking
  • Case study: Find company name, email addresses and phone number from JobsDB

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Intermediate Data Science (Python)PY-CD

Data Manipulation 01

Key Objectives:

  • Learn basic NumPy properties and operations
  • Learn basic arithmetic in NumPy
  • Learn basic statistics in NumPy

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Data Manipulation 02

Key Objectives:

  • Learn what Dataframe is
  • Learn basic operation in Pandas
  • Case study: Daily operations with Pandas

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Data Visualization

Key Objectives:

  • Learn basic visualization in Python
  • Learn usage of Seaborn and Matplotlib
  • Case study: Kaggle Exercise

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Machine Learning - Cloud API

Key Objectives:

  • Understand basic Machine Learning concepts
  • Learn the mainstream Machine Learning Cloud APIs
  • Learn how to integrate Google Cloud Machine Learning API
  • Case study: Extract subtitles from an audio clip

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Machine Learning - AutoML 01: Vision

Key Objectives:

  • Understand transfer learning concepts
  • Learn the usage of Google AutoML
  • Learn the deployment of Google AutoML
  • Case study: Dim Sum Recognizer

Suitable for:

  • Basic Python knowledge; or
  • Completed Python Fundamental

Application Stream (Python)PY-CA
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