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DBMS Videos



mySQL (8)



SQL (2)



sqllite (2)



Postgresql (3)



oracle sql (2)



Cassandra(2)



Introduction to Big Data Processing



Hadoop Fundamentals



HBase



Spark



MongoDB Overview



Hive



Probability (5)

Introduction
Probability distributions



Association Rules (4)

Association Rules



Sampling Distribution (1)

Sampling Distribution



Data Analysis & Decision Making (60)

Analysis of variance-II
Tukey Kramer test
Randomized Blocked Design
A Factorial Design-I
Chi-square test goodness of fit-I
Chi-square test of independence
Simple linear regression –I
Assumption of Regression
Multiple Regression
Example of multiple Regression
Introduction to Statistics and Data
Types of Statistics, types of Data and sources of Data, Population vs Sample
Scales of Measurement
Data representation techniques- Part 1
Measures of Central Tendency- Part 2
Examples of introduction to data and data representation techniques
Measures of Variation
Applications of Measures of Central Tendency and Measures of Variation
Chapter concepts- Measures of central tendency and measures of variation, Outliers, and shape of a distribution
Numerical Descriptive Measures
Covariance and Coefficient of Correlation, Introduction to Probability
Probability- Part 1
Probability Distributions- Part 1
Examples for Standardized Normal Distribution
Evaluating Normality, Exponential Probability Distribution
Chapter Concepts – Probability Distributions
Sampling Distribution-III
Method of Estimation
Interval Estimation
Confidence Interval-I
Types of Hypothesis Testing
Paired Sample Test
Hypothesis Testing of Proportion
Example of Hypothesis Testing
Design of Experiment
Analysis of variance-I



Data Analytics with Python (60)

Introduction
Linear programming
utility analysis
Utility theory
Utility Analysis
Optimization
simplex method
Transportation problem
Loss function
DEA
Gomory cutting plane algorithm
Integer programming
quadratic programming
portfolio optimization
chance constraint problem
Branch and bound
Quadratic programming
Steepest descent
Reliability based optimization
Sequential Optimization and Reliability Assessment
Reliability-Stochastic Optimization
Robustness

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