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Master's In Business Analytics
Statistics Introduction
Statistics Introduction (4:36)
Data Types (8:21)
Measure of Central Tendency - Introduction (15:11)
Calculating Central Tendency Metric - Mean Median Mode (10:09)
Measure of Central Tendency - Application in Business (15:11)
Measure of Dispersion - Introduction to Vriance and SD (6:14)
Measure of Dispersion - Introduction to RMSE MSE MAE VIF (19:41)
Working with Measure of dispersion metric (18:02)
Applications of Variance and Standard Deviation (6:30)
Applications of RMSE, MSE, MAE, VIF (8:16)
Introdution to Graphical Techniques (6:40)
Applications of Graphical Techniques (17:00)
Contents
QQ Plot (16:42)
Variance Plot (9:43)
Normal Distribution (16:05)
Skewness and Kurtosis (13:24)
Box -Plot (2:44)
Imputation (15:26)
Random Variable (5:28)
v01 (8:01)
ProbabilityDistribution (12:20)
Likelyhood (3:00)
Normal Distribution (10:14)
SND [Standard Normal Distribution] (7:38)
Sampling Funnel (7:21)
Central Limit Theorem (6:25)
P value with confidence interval (7:45)
Hypothesis Testing (7:22)
ANOVA and chi square test (8:08)
Data cleaning (13:03)
Imputation techniques (7:31)
i and ii - correlation (11:28)
Agile
Project Definition (3:36)
Traditional v Agile (2:49)
Agile Manifesto and Principles (4:00)
Agile Methodology (3:31)
Agile Principles (4:38)
Agile Framework and Terminology (2:56)
Scrum (3:21)
XP
Product Roadmap (3:32)
Product Backlog (3:45)
Story Maps (2:58)
Agile Modelling (3:48)
Wireframes (3:46)
Charting (3:24)
Personas (3:05)
Iteration and release planning (3:37)
Progressive ellaboration (3:08)
Time boxing (3:02)
Cumulative Flow diagram (2:59)
Kanban boards (2:06)
WIP Limits (2:01)
Burn charts (2:48)
Retrospectives (2:47)
Innovation Games (2:55)
Relative sizing (3:42)
Story Points (3:37)
Wideband Delphi Technique (2:50)
Planning poker (4:03)
Affinity Diagram (13:12)
Ideal time (5:49)
Velocity (2:48)
Cycle Time (2:31)
EVM (2:59)
Escaped defects (2:55)
Frequent verification and validation (2:49)
Test driven development (2:25)
Definition of Done (5:28)
Continues integration (2:42)
Feedback techniques (3:51)
Incremental delivery (7:05)
Continuous improvement (4:59)
Customer Valued Prioritization (6:03)
Compliance (5:20)
Relative Prioritization (5:01)
Value Stream Mapping (6:13)
Minimum marketable feature (5:12)
Risk-adjusted backlog (6:04)
Risk burn down charts (3:15)
Risk-based spike (5:29)
Team space (5:27)
Information Radiator (2:30)
Agile Tooling (5:53)
Daily stand-ups (5:15)
Osmotic communication (5:26)
Profile creation - Github (3:26)
Repository creation (5:11)
Uploading files in GitHub (13:29)
Applications of RMSE, MSE, MAE, VIF
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