Apply Data Preparation with NumPy & Pandas Couse
Tools / Frameworks: Python
Duration: 2 Weeks
Cost: $100
MODULE 1
NUMPY NUMERICAL PYTHON PACKAGE
- Introduction
- Numpy basics
- Creating numpy arrays
- Structure and content of arrays
- Subset
- Slice
- Index and iterate through arrays
- Multidimensional arrays
- Python lists vs numpy arrays
MODULE 2
OPERATIONS ON NUMPY ARRAYS
- Basic operations
- Operations on arrays
- Basic linear algebra operations
MODULE 3
PANDAS PANEL DATA PACKAGE
- Pandas basics
- Indexing and selecting data
- Merge and append
- Grouping and summarizing data
- Frame
- Lambda function & pivot tables
MODULE 4
DATA CLEANING & DATA MUNGING
WITH PANDAS
- IBM Data Analysis with Python
- Google Data Analysis with
Python - Data Cleaning and
Preprocessing with pandas