Data Analytics Videos

Introduction to data analytics

Introduction

Advance Excel

Advance Excel part 1 to 4

Probability (5)

Introduction
Probability distributions

Association Rules (4)

Association Rules

Sampling Distribution (1)

Sampling Distribution

Hypothesis Testing (7)

Sample test
error in hypothesis testing

ANOVA (3)

Introduction
Two way anova

Chi - Square (3)

Chi-Square goodness of fit test

Linear & Logistic Regression (7)

Linear regression model vs Logistic regression model
Performance of logistic model

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

Decision Making Under Uncertainity (34)

Newsvendor Problem_ Example and Proof
Probability_ Events, Conditioning and Total Probability
Project Network and Analysis
Risk, uncertainty and variability
Route Planning
Safety Stock for Inventories
Safety Stock_ Example and Derivation
Solving the secretary problem
Tutorial - How to Install Octave and using Octave
Two Stage Stochastic Optimization
Utility Function
Which option to gamble just once
Analyzing the four policies
Background and relevance
Buffers to Cushion for Fluctuations
Concluding Remarks and Simpson
Continuous random variables_ characterisitcs and examples
Costs, Ratings, Options and Choices for both Restaurants
Criteria, Objectives and Settings for Decisions
Decision Trees
Decisions in Game Shows_ Final Jeopardy
Decisions in Game Shows_ Monte Hall
Discrete random variables
DTMC Modeling and Analysis
Examples of managing uncertainty and making decisions
Expected Value_ Mean, Variance and Functions
Exploration and Exploitation
Introduction to one-time decisions
Introduction to sequential decision making
Markov Chains for Decisions
Markov Decision Process Set Up
Multiple Random Variables_ Discrete and Continuous
Nested one-time decisions
Newsvendor Problem_ Background, Model and Analysis

Decision marking using financial accounting (34)

Reading the Financial Statements of a Annual Report
Recap
Three Finacial Statements
Transaction and Finacial Statements
Two Finacial Statements
Cash Flow Statements
Final Accounts
Financial Statement Analysis
Journal
Ledger Posting
Lone Pine Cafe (Case)
Ratios Analysis
Ratios Analysis
Reading the Financial Statements of a Annual Report

Econometric Modelling (15)

The Simplest Math Problem No One Can Solve
Formulation of Econometric Modelling
Review of Basic Concepts
Types of Data
Simple Regression
Assumptions of Classical Linear Regression
Properties of OLS Estimators
Hypothesis Testing
Multiple Regression
Problem of Multicollinearity

International Business (60)

Trade Promotion, Foreign Trade Regulations in India, Exporting, Stages, Difficulties
Trade Promotions, Institution Involved in Export Finance, Foreign Trade Organisations
TRIMS, TRIPS, Patents, Copyrights
Uruguay Round Agreement on Agriculture, GATS
World Bank
WTO, GATT, Origin and Functions, MFN Principles, Agreements
BOP, Balance of Trade
BOP, Capital Account, Financial Account, Numericals, Reserve Account, SDR
BOP, Components, Economic Freedom, Economic Transitions
Bretton Woods Agreement, IMF, Its Role and Function
Challenges and Approaches, EPRG Framework
Commercial _ Trade Policy, Business Cycle, Tariff Barriers, Subsidies
Components of an Economy, Inflation, Unemployment, Debt
Currency Convertibility, Theories of Exchange Rate, Purchasing Power Parity
Economic Factors, Economic Environment
Estimating Market Demand, Pitfalls in Research
Exchange Rate Systems, Currency Convertibility, Types
Export-Import Plan, Foreign Trade Promotion Measures, Schemes, Trade Regulations
Exposure Management Theory, Hedging, FERA and FEMA, RBI and its Power
Factors Affecting Exchange Rate, Current Account Deficit, Government Debt, Exchange Rate
Financial Market, Importance and its Function, Financial Intermediaries, Money Market
Foreign Exchange Exposure, Type Of Exposure
Foreign Exchange, Foreign Exchange Market, Features, Participants
Foreign Trade Organizations, PNB Scam
Functions of Foreign Exchange Market, Interest Rate, Relative Inflation Rate
Global Firms Success Strategies
Global Sourcing, Distribution System, Role Of Interest
Hofstede
Importance, Nature and Scope
Income Distribution, Poverty, Productivity
International Business Environment, PESTEL Analysis, Culture and Business
International HRM
International Marketing, Segmentation, Positioning
International Money Market, Euro Credit, Capital Market, Features, Component, ADR & GDR
International Trade Theories
Introduction to International Business
Language, Religion, Behavioural Practices, Communication
Legal Environment, Legal Protection, Legal Systems, IPR
Leonteiff
Marketing Orientations, Market Research
Modes of Entry
Multifiber Agreement, Agreement on Textiles and Clothing, UNCTAD, GSP, GSTP
Multiplier Effect with Numericals
Multiplier Effect, Types and its Characteristics
New Economic Policy, LPG Framework
Non-Tariff Barriers, India
Patterns of International Trade, Trade Theories, Export-Import
Political Environment, Beliefs, Types of Democracy
Political Systems, Beliefs, Risks
PPP Theory, Interest Rate Parity Theory, Fischer Effect, Numericals
Product Strategies, Product Adaptations, Pricing, Communication, Logistics
Recruitment and Training in International HRM
Regional Economic Integration
Regionalism, Multilateralism, NAFTA, EU, EURO
Supply Chain Management, Global Production and Distribution, Manufacturing Strategy
Survey Methods For International Research
Technology and Its Impact, IT, Technology Transfer
Trade and Factor Mobility , Bangladesh Textile Case

Tech Forecasting for strategic decision making (36)

Quantitative forecasting
Quiz about Strategic, Tactical and Operational decision making
Quiz on functions
Quiz on systems and set
Strategic, Tactical and Operational Decision Making
System function - DOSA Batter
System function - Mosquito repellent
System function - What
System Operator
Technological roadmaps
Technology Lifecycle - Example case study - Transportation
Technology Lifecycle - Seasons, Clockspeed - Part 1
Why do we need technology forecasts_ - General stages of forecasting_
Alternatives to forecasting in scope of technology management - Q&A
Answer to the quiz on Strategic, Tactical and operational decision making
Aryabhata
Demo of S-curve fitting software
Element-Name-Value Model
Failure and Success Startup Stories
Famous forecasts which missed the mark
Forecasting and Forecast
How to collect problems for mapping
How to formalize our knowledge about problems_
Introduction to Tech Forecasting for Strategic Decision Making
Introduction to Vacuum forming case study & FORMAT handbook
Maps of contradiction for forecasting

MYSQL(8)

Distribution of Mysql/p>

PowerBI(5)

Full Practical session abour Power BI

Tableau(6)

Distribution of Tableau

Distribution of Sample Means, population, and variance (1)

Distribution of Sample Means, population, and variance

Estimation, Prediction of Regression Model (1)

Estimation, Prediction of Regression Model Residual Analysis

Randomize block design (RBD) (1)

Randomize block design

Regression Analysis Model Building - I (1)

Regression Analysis Model Building

Regression Analysis Model Building - II (1)

Regression Analysis Model Building