Categories:
Marketing Programming
Course Content
Diving in the World of Data
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Data Science and Analytics
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Difference between DS and DA
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How to see Data
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Types of Data
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Statistics used in Analysis
Advance Excel
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Formula Referencing
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Basic Functions
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Sorting, Filtering and Subtotaling
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Conditional Formatting
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Pivot Table
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LookUp Functions
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Data Visualization
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Dashboard Creation
SQL
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Database Management System
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SQL Syntax
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Data Manipulation Language
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Data Query Language
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Built in functions in SQL
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Sub-Query & Joins
Python Programming
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Variables & Data Types
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Operators
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Control Structure
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Looping Controls
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Functions
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Object Oriented Programming
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File Handling
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Exception Handling
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Regular Expression & Web Scraping
Analytics With Python
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Exploratory Data Analysis
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Numpy
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Pandas
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Matplotlib
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Seaborn
Big Data Engineering
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5 V’s of Big Data
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Need of Big Data Analytics
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Type of Big Data Analytics
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Problem with Big Data Analytics
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Hadoop Ecosystem
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Hadoop Architecture
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HDFS Master Slave Architecture
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MapReduce
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Data Analysis with Pig & Hive
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Architecture of Pig
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Components of Pig
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Commands of Pig
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Architecture of Hive
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Data Model of Hive
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Hive Commands
Tableau
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Tableau Shelf & Card
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Connecting & Preparing Data
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Data Extracts vs Live Connections
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Organizing & Simplify Data
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Field Chart
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Understanding when to build what chart
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Data Analytics
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Tableau Dashboard
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Performance improvement of Dashboard
PowerBI
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Key Benefits of Power BI
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Components of Power BI
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Architecture of Power BI
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Clean and Transform your data using
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PowerQuery
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DAX Syntax
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Calculation Types
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DAX Functions
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Charts in Power BI
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Shapes, Text Boxes and Images
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Power BI Q&A
Machine Learning
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EDA & Preprocessing
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Regression
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Regularization
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K-Nearest Neighbors
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Logistic Regression
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Support Vector Machine
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Decision Tree
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Bagging & Boosting
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Random Forest
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K-Means Clustering
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Hierarchical Clustering
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Principle Component Analysis
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Association Rule
Deep Learning
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Perceptron
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Forward & Backward Propagation
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Gradient Descent
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Activation Functions
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Dropout