Data Science

• Analytics from scratch
• Complete Statistics for Machine Learning
• Complete Probability for Machine Learning

Machine Learning using Python

• Machine Learning
• Regression
• Logistic Regression
• K-Nearest Neighbours
• Naïve Bayes Algorithm for Multi Class
• C mean
• DT for Classification
• DT for Regression
• Ensemble Learning
• Random forest
• Ensemble Learning Hetrogeneous
• SVM
• means
• Feature engineering
• Dimensionality reduction/PCA
• Association Rule

Python

• Python IDE
• Python basics and string manipulation
• Data and information management with python
• Data Structures in Python Used for Data Analysis
• Data Frame Manipulation
• Visualization

Big Data and Hadoop

• Introduction to Big Data
• Hadoop Eco-system & Architecture
• HDFS Architecture
• YARN Architecture
• Hadoop Setup
• MapReduce Basics
• MapReduce Advanced
• Using Pig
• Using Hive

Apache Spark

• Basics of Apache Spark
• RDDs in Spark

Tableu Hands on

• Introduction to Tableau
• Field Types & Visual Cues
• Data Connections
• Organizing & Simplifying
• Formatting and Annotations
• Special Field Types
• Tableau-generated fields
• Calculations