Duration

3 days

Outline

Python Distribution

Anaconda, basic data types, strings, regular expressions, data structures, loops, and control

User-defined functions in Python

Lambda function and the object-oriented way of writing classes and objects.

Datasets and manipulation

Importing datasets into Python, writing outputs and data analysis using Pandas library.

Probability and Statistics

Data values, data distribution, conditional probability and hypothesis testing.

Advanced Statistics

Analysis of variance, linear regression, model building, dimensionality reduction techniques.

Predictive Modelling

Evaluation of model parameters, model performance and classification problems.

Time Series Forecasting

Time Series data, its components and tools.

Programme scope, delivery arrangements and suitability are confirmed during enquiry.