Advanced Data Analysis and Statistics | HYD | M0100515
FREE
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Course Overview
Schedule of Classes
Start Date & End Date
Aug 11 2025 - Aug 22 2025
Total Classes
25 Classes
Course Curriculum
1 Subject
Advanced Data Analysis and Statistics | HYD | M0100515
3 Exercises • 45 Learning Materials
Probability and Distributions
Probability Concept
Types of Probability
Data Distributions 01
Discrete Data Distributions
Continuous Data Distributions_01
Continuous Data Distributions 02
QQ Plot and Case Study on Data Distributions
Feature Scaling
Data Transformation
21st July Introduction to Advanced Statistics
22nd July Probability, Probability Axioms, Sample Space, Event, Probability of event.
23rd July Types of Probability : Marginal, Conditional and Joint Probabilities
24th July Case Study: Indian Crimes Data Analysis
25th July Data Distributions Introduction
28th July Discrete Data Distributions
29th july Continuous Data Distributions, Skew and Kurtosis
30th july Continuous Data Distributions: Gaussian, Exponential, Log Normal, Pareto
31st july QQ Plot and Case Study on Data Distributions
1st Aug Feature Engineering, Rescaling and Reshaping Methods
4th Aug Introduction to Inferential Statistics, Sampling Methods
5th Aug Point Estimation Using Single Sample
6th Aug Point Estimation Using Multiple Samples - Central Limit Theorem
7th aug Confidence Interval Estimation
8th aug Case Study Forbes Data Set
11th aug Hypothesis Testing
12th aug Bi - Variate Statistical Tests - Non Parametric Tests - End of Advanced Statistics Module
13th aug Introduction to Data collection, Web Scraping
14th aug Handling JSON Files, Flat Files and Nested Files. Json Record Path Normalization
Data Sets
Case Study -01 Data Set
Daily Task
Data Distribution on Q-Q plots
Inferential Statistics
Sampling Methods
Point Estimation Using One Sample
Point Estimation Using Multiple Samples
Confidence Interval Estimations
Case Study on Forbes Data Set
Univariate Statistical Tests
Bi-Variate Statistical Test
Quizes
Probability
Data distribution
Data Collection
Handling JSON Files
Regex_01
18_Aug_Regex_01
Regex_02
19_Aug_Regex_02
Scraping Data From Single Web Page
Data Collection from Single Webpage
Scraping Data From Multiple Pages
21_Aug_Scraping Data From Multiple Pages
Course Instructor
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Innomatics Research Labs
508 Courses • 23323 Students
DS Mentor
236 Courses • 6301 Students
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