Python Statistics

TRAINING COURSE

Python Statistics

RELATED COURSES

Advanced SQL
Analysing Data with Excel
Critical Thinking
Data Modelling with M and Power Query
Data Visualization with Python
Data Visualization with R
Excel Dashboards and Power Pivot
GIS ESSENTIALS – “Getting Spatially Enabled”
Introduction to Statistics
Machine Learning with Python
Machine Learning with R
Microsoft Power BI Boot Camp
Microsoft Power BI Desktop Advanced Course
Microsoft Power Query
Microsoft PowerBI Dashboard User Course
MySQL
MySQL Administration
PLSQL
PostgreSQL
PostgreSQL Administration
PostgreSQL for Business Intelligence and Mass-data-analysis
Problem Solving and Decision Making
Problem-Solving SAQA US242817
Python Dashboards with plotly Dash
Python Pandas and Jupyter ETL and Data wrangling
Python Regression
Python Statistical Modelling
Python Web Apps with Flask MVC Framework
R, Into the Tidyverse (Data Wrangling and ETL)
Regression with R
SQL
SQL Online
Statistics with R

COURSE TRAINERS

Mark Badham

Details

This is a one-day course for covering inferential and descriptive statistical concepts and their implementation using Python. This is useful for anyone needing to do hypothesis testing or who who deals with data on a regular basis and need to analyze it to derive insights and solve problems.

 

This course builds on existing Python knowledge to explore the tools Python has to conduct statistical analyses and operations.

Learners will conduct descriptive and inferential calculations on data sets using Python. Analyzing statistics using Python offers a rich ecosystem of libraries tailored for various statistical tasks, making it accessible to users with diverse backgrounds. Python's intuitive syntax and extensive community support contribute to its ease of use, while its flexibility enables seamless integration with other tools and platforms for comprehensive data analysis pipelines. With powerful visualization libraries, Python facilitates interactive exploration and effective communication of statistical findings, enhancing the efficiency and depth of statistical analysis workflows. 

 

Delivery Methods

Leading Training is focusing on providing virtual training courses for the foreseeable future and will only consider in-person and classroom training on request, with a required minimum group size of six delegates. We remain committed to offering training that is fast, focused and effective.

Delivery Method Duration Price (excl. VAT)
Classroom 1 days ZAR 2,950.00 Get a Quote
Live Virtual Training 1 days ZAR 2,750.00 Get a Quote

Discounts Available

Brochure:

Download Brochure


Information may change without notice.

Audience

This course is for Data Scientists, Data Analysts, Business Analysts, Researchers and students, or anyone who deals with data regularly and needs to analyze it to derive insights and solve problems.

Pre-Requisites

Core mathematics to matric level

Python programming knowledge covered in our Python Programming 5-day course

Basic statistics knowledge covered in our Introduction to Statistics course

Data analysis concepts covered in our Python Pandas and Data Visualisation with Python

Course Outline / Curriculum

  • Introduction to Python statistics 

  • Probability 

    • Discrete probability 

    • Monte Carlo simulations for categorical data 

    • Independence 

    • Conditional probabilities 

    • Addition and multiplication rules 

    • Combinations and permutations 

    • Infinity in practice 

    • Continuous probability 

    • Theoretical continuous distributions 

    • Monte Carlo simulations for continuous variables 

    • Continuous distributions 

  • Random variables 

    • Random variables 

    • Sampling models 

    • The probability distribution of a random variable 

    • Distributions versus probability distributions 

    •  Notation for random variables 

    •  The expected value and standard error 

    •  Central Limit Theorem 

    •  Statistical properties of averages 

    •  Law of large numbers 

Schedule Dates and Booking

To apply for a booking, click on the relevant "Book Now" button below.
Note: places are only fully secured once payment has been made.

Leading Training is focusing on providing virtual training courses for the foreseeable future and will only consider in-person and classroom training on request, with a required minimum group size of six delegates. We remain committed to offering training that is fast, focused and effective.

Start Date End Date Branch Status  
Tue 10 Dec 2024 Tue 10 Dec 2024 Fourways Scheduled

Book Live Virtual Training

Submit Enquiry