AI Sciences

Introduction: About the Tutor and AI Sciences

Introduction: Introduction To Instructor

Introduction: Focus of the Course-Part 1

Introduction: Focus of the Course- Part 2

Basics of Programming: Understanding the Algorithm

Basics of Programming: FlowCharts and Pseudocodes

Basics of Programming: Example of Algorithms- Making Tea Problem

Basics of Programming: Example of Algorithms-Searching Minimun

Basics of Programming: Example of Algorithms-Searching Minimun Quiz

Basics of Programming: Example of Algorithms-Searching Minimun Solution

Basics of Programming: Example of Algorithms-Sorting Problem

Basics of Programming: Sorting Problem in Python

Why Python and Jupyter Notebook: Why Python

Why Python and Jupyter Notebook: Why Jupyter Notebooks

Installation of Anaconda and IPython Shell: Installing Python and Jupyter Anaconda

Installation of Anaconda and IPython Shell: Your First Python Code- Hello World

Installation of Anaconda and IPython Shell: Coding in IPython Shell

Variable and Operator: Variables

Variable and Operator: Operators

Variable and Operator: Variable Name Quiz

Variable and Operator: Bool Data Type in Python

Variable and Operator: Comparison in Python

Variable and Operator: Combining Comparisons in Python

Variable and Operator: Combining Comparisons Quiz

Python Useful function: Python Function- Round

Python Useful function: Python Function- Round Quiz

Python Useful function: Python Function- Round Solution

Python Useful function: Python Function- Divmod

Python Useful function: Python Function- Is instance and PowFunctions

Python Useful function: Python Function- Input

Control Flow in Python: If Python Condition

Control Flow in Python: if Elif Else Python Conditions

Control Flow in Python: if Elif Else Python Conditions Quiz

Control Flow in Python: if Elif Else Python Conditions Solution

Control Flow in Python: More on if Elif Else Python Conditions

Control Flow in Python: More on if Elif Else Python Conditions Quiz

Control Flow in Python: More on if Elif Else Python Conditions Solution

Control Flow in Python: Indentations

Control Flow in Python: Indentations Quiz

Control Flow in Python: Indentations Solution

Control Flow in Python: Comments and Problem Solving Practice With If

Control Flow in Python: While Loop

Control Flow in Python: While Loop break Continue

Control Flow in Python: While Loop break Continue Quiz

Control Flow in Python: While Loop break Continue Solution

Control Flow in Python: For Loop

Control Flow in Python: For Loop Quiz

Control Flow in Python: For Loop Solution

Control Flow in Python: Else In For Loop

Control Flow in Python: Loops Practice-Sorting Problem

Function and Module in Python: Functions in Python

Function and Module in Python: DocString

Function and Module in Python: Input Arguments

Function and Module in Python: Multiple Input Arguments

Function and Module in Python: Multiple Input Arguments Quiz

Function and Module in Python: Multiple Input Arguments Solution

Function and Module in Python: Ordering Multiple Input Arguments

Function and Module in Python: Output Arguments and Return Statement

Function and Module in Python: Function Practice-Output Arguments and Return Statement

Function and Module in Python: Variable Number of Input Arguments

Function and Module in Python: Variable Number of Input Arguments Quiz

Function and Module in Python: Variable Number of Input Arguments Solution

Function and Module in Python: Variable Number of Input Arguments as Dictionary

Function and Module in Python: Variable Number of Input Arguments as Dictionary Quiz

Function and Module in Python: Variable Number of Input Arguments as Dictionary Solution

Function and Module in Python: Default Values in Python

Function and Module in Python: Modules in Python

Function and Module in Python: Making Modules in Python

Function and Module in Python: Function Practice-Sorting List in Python

String in Python: Strings

String in Python: Multi Line Strings

String in Python: Indexing Strings

String in Python: Indexing Strings Quiz

String in Python: Indexing Strings Solution

String in Python: String Methods

String in Python: String Methods Quiz

String in Python: String Methods Solution

String in Python: String Escape Sequences

String in Python: String Escape Sequences Quiz

String in Python: String Escape Sequences Solution

Data Structure: Introduction to Data Structure

Data Structure: Defining and Indexing

Data Structure: Insertion and Deletion

Data Structure: Insertion and Deletion Quiz

Data Structure: Insertion and Deletion Solution

Data Structure: Python Practice-Insertion and Deletion

Data Structure: Python Practice-Insertion and Deletion Quiz

Data Structure: Python Practice-Insertion and Deletion Solution

Data Structure: Deep Copy or Reference Slicing

Data Structure: Deep Copy or Reference Slicing Quiz

Data Structure: Deep Copy or Reference Slicing Solution

Data Structure: Exploring Methods Using TAB Completion

Data Structure: Data Structure Abstract Ways

Data Structure: Data Structure Practice

Data Structure: Data Structure Practice Quiz

Data Structure: Data Structure Practice Solution

Introduction: Introduction to Instructor and AISciences

Introduction: Introduction To Instructor

Introduction: Focus of the Course

Probability vs Statistics: Probability vs Statistics

Sets: Definition of Set

Sets: Cardinality of a Set

Sets: Subsets PowerSet UniversalSet

Sets: Python Practice Subsets

Sets: PowerSets Solution

Sets: Operations

Sets: Operations Exercise 01

Sets: Operations Solution 01

Sets: Operations Exercise 02

Sets: Operations Solution 02

Sets: Operations Exercise 03

Sets: Operations Solution 03

Sets: Python Practice Operations

Sets: VennDiagrams Operations

Sets: Homework

Experiment: Random Experiment

Experiment: Outcome and Sample Space

Experiment: Outcome and Sample Space Exercise 01

Experiment: Outcome and Sample Space Solution 01

Experiment: Event

Experiment: Event Exercise 01

Experiment: Event Solution 01

Experiment: Event Exercise 02

Experiment: Event Solution 02

Experiment: Recap and Homework

Probability Model: Probability Model

Probability Model: Probability Axioms

Probability Model: Probability Axioms Derivations

Probability Model: Probability Axioms Derivations Exercise 01

Probability Model: Probability Axioms Derivations Solution 01

Probability Model: Probablility Models Example

Probability Model: Probablility Models More Examples

Probability Model: Probablility Models Continous

Probability Model: Conditional Probability

Probability Model: Conditional Probability Example

Probability Model: Conditional Probability Formula

Probability Model: Conditional Probability in Machine Learning

Probability Model: Conditional Probability Total Probability Theorem

Probability Model: Probablility Models Independence

Probability Model: Probablility Models Conditional Independence

Probability Model: Probablility Models Conditional Independence Exercise 01

Probability Model: Probablility Models Conditional Independence Solution 01

Probability Model: Probablility Models BayesRule

Probability Model: Probablility Models towards Random Variables

Probability Model: HomeWork

Random Variables: Introduction

Random Variables: Random Variables Examples

Random Variables: Random Variables Examples Exercise 01

Random Variables: Random Variables Examples Solution 01

Random Variables: Bernulli Random Variables

Random Variables: Bernulli Trail Python Practice

Random Variables: Bernulli Trail Python Practice Exercise 01

Random Variables: Bernulli Trail Python Practice Solution 01

Random Variables: Geometric Random Variable

Random Variables: Geometric Random Variable Normalization Proof Optional

Random Variables: Geometric Random Variable Python Practice

Random Variables: Binomial Random Variables

Random Variables: Binomial Python Practice

Random Variables: Random Variables in Real DataSets

Random Variables: Random Variables in Real DataSets Exercise 01

Random Variables: Random Variables in Real DataSets Solution 01

Random Variables: Homework

Continous Random Variables: Zero Probability to Individual Values

Continous Random Variables: Zero Probability to Individual Values Exercise 01

Continous Random Variables: Zero Probability to Individual Values Solution 01

Continous Random Variables: Probability Density Functions

Continous Random Variables: Probability Density Functions Exercise 01

Continous Random Variables: Probability Density Functions Solution 01

Continous Random Variables: Uniform Distribution

Continous Random Variables: Uniform Distribution Exercise 01

Continous Random Variables: Uniform Distribution Solution 01

Continous Random Variables: Uniform Distribution Python

Continous Random Variables: Exponential

Continous Random Variables: Exponential Exercise 01

Continous Random Variables: Exponential Solution 01

Continous Random Variables: Exponential Python

Continous Random Variables: Gaussian Random Variables

Continous Random Variables: Gaussian Random Variables Exercise 01

Continous Random Variables: Gaussian Random Variables Solution 01

Continous Random Variables: Gaussian Python

Continous Random Variables: Transformation of Random Variables

Continous Random Variables: Homework

Expectations: Definition

Expectations: Sample Mean

Expectations: Law of Large Numbers

Expectations: Law of Large Numbers Famous Distributions

Expectations: Law of Large Numbers Famous Distributions Python

Expectations: Variance

Expectations: Homework

Project Bayes Classifier: Project Bayes Classifier From Scratch

Multiple Random Variables: Joint Distributions

Multiple Random Variables: Joint Distributions Exercise 01

Multiple Random Variables: Joint Distributions Solution 01

Multiple Random Variables: Joint Distributions Exercise 02

Multiple Random Variables: Joint Distributions Solution 02

Multiple Random Variables: Joint Distributions Exercise 03

Multiple Random Variables: Joint Distributions Solution 03

Multiple Random Variables: Multivariate Gaussian

Multiple Random Variables: Conditioning Independence

Multiple Random Variables: Classification

Multiple Random Variables: Naive Bayes Classification

Multiple Random Variables: Regression

Multiple Random Variables: Curse of Dimensionality

Multiple Random Variables: Homework

Optional Estimation: Parametric Distributions

Optional Estimation: MLE

Optional Estimation: LogLiklihood

Optional Estimation: MAP

Optional Estimation: Logistic Regression

Optional Estimation: Ridge Regression

Optional Estimation: DNN

Mathematical Derivations for Math Lovers: Permutations

Mathematical Derivations for Math Lovers: Combinations

Mathematical Derivations for Math Lovers: Binomial Random Variable

Mathematical Derivations for Math Lovers: Logistic Regression Formulation

Mathematical Derivations for Math Lovers: Logistic Regression Derivation

Introduction: Course Introduction

Introduction: AI Sciences

Introduction: Course Outline

Summary Statistics: Module Intoduction

Summary Statistics: Overview

Summary Statistics: Summary Statistics

Summary Statistics: Average Types

Summary Statistics: Mean

Summary Statistics: Median

Summary Statistics: Median Example

Summary Statistics: Mode

Summary Statistics: Case Study For Average

Summary Statistics: IQR

Summary Statistics: Variance

Summary Statistics: Standard Deviation

Summary Statistics: Averages in Python

Summary Statistics: Std Deviation and Variance in Python

Summary Statistics: IQR in Python

Hypothesis Testing: Module Introduction

Hypothesis Testing: Hypothesis Testing Overview

Hypothesis Testing: Terminologies in Hypothesis Testing

Hypothesis Testing: Null Hypothesis

Hypothesis Testing: Alternate Hypothesis

Hypothesis Testing: Test Statistics

Hypothesis Testing: P-Value

Hypothesis Testing: Critical Value

Hypothesis Testing: Level of Significance

Hypothesis Testing: Case Study 1

Hypothesis Testing: Case Study 2

Hypothesis Testing: Calculations for Python

Hypothesis Testing: Steps of Hypothesis Testing

Hypothesis Testing: Code Outcomes

Hypothesis Testing: Calculation of Z in Python

Hypothesis Testing: Norm Function

Hypothesis Testing: P Value Python

Correlation and Regression: Module Introduction

Correlation and Regression: Covariance and Correlation

Correlation and Regression: Correlation

Correlation and Regression: Regression

Correlation and Regression: Correlation and Covariance in Python

Correlation and Regression: Entering Input

Correlation and Regression: Linear Regression Results

Multiple Regression: Module Overview

Multiple Regression: Motivation for Multiple Regression

Multiple Regression: Formula for MR

Multiple Regression: Preparing the Data

Multiple Regression: Multiple Regression in Python