Data Analysis with Python, Pandas, and Numpy Training Course

Data Analysis with Python, Pandas, and Numpy Training Course

Saigon Tower, 29 Lê Duẩn, Bến Nghé, District 1, Ho Chi Minh City, Vietnam

Description

Overview

Pandas is a Python package that provides data structures for working with structured (tabular, multidimensional, potentially heterogeneous) and time series data.

Course Details :

Course Code : datapyth
Duration: 14 hours (usually 2 days including breaks)
Workday courses take place between 09:30 and 16:30
Requirements
– Basic Python and data analysis skills
Audience
– Developers
– Analysts
– Data scientists
Fees : 239738877 VND(Price per participant)
Venue : Ho Chi Minh City, Saigon Tower, Vietnam

Course Outline

Day 1

Data Analysis with pandas

  • Using vectorized data in pandas

  • Data wrangling

  • Sorting and filtering data

  • Aggregate operations

  • Analyzing time series

Data visualisation

  • Plotting diagrams with matplotlib

  • Using matplotlib from within pandas

  • Creating quality diagrams

  • Visualizing data in Jupyter notebooks

  • Other visualization libraries in Python

Day 2

Vectorizing Data in Numpy

  • Creating Numpy arrays

  • Common operations on matrices

  • Using ufuncs

  • Views and broadcasting on Numpy arrays

  • Optimizing performance by avoiding loops

  • Optimizing performance with cProfile

Other Python libraries for data analysis

  • scikit-learn

  • Scipy

  • statsmodel

  • RPy2

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