Data analytics is one of the most popular skills required to be successful in business life. We are providing trainings for executives and professionals, so that they will understand and improve data analytics knowledge and skills.

Data Analytics for Executives

Data Analytics for Professionals

– Statistics & Modelling

– Python Programming

After these trainings you will gain an extensive understanding about the steps in data analytics, machine learning modelling, proper software to use and managing data analytics projects.

Training Program (Statistics & Modelling)

What is Data? Variables, Population, Sample..

Key Data Analysis with Summary Statistics and Visualization

Data Preprocessing, Cleaning and Filling Missing Data

Outlier Analysis

Correlation

Introduction to Machine Learning Modeling

Linear Regression

Logistic Regression

Nearest K-Neighbor Classification (KNN)

Decision Trees

Bagging and Random Forest

Boosting and Gradient Boosting

Support Vector Machines

Clustering

Time Series Modeling

Training Program (Python Programming)

Python and Jupyter Notebook Installation

Basic Python Language (Conditions, Loops, Functions)

Numpy Library and Data Operations

Pandas Library and Data Operations

Data Reading and Preprocessing

Data Visualization

Scikit-Learn Library and Introduction to Modeling

Linear Regression

Logistic Regression

Size Reduction Techniques

Bagging

Boosting

Support Vector Machines

K-Nearest Neighbor (KNN)

Time Series Modeling

Clustering Algorithms

Deep Learning

Example of End-to-End Data Analysis and Modeling

Duration

10 days (4 days for Statistics and Modelling & 6 days for Python Programming)