Python Mastery for Data, Statistics & Statistical Modeling

سرفصل های دوره

Python Mastery for Data Science & Statistical Modeling: Basics to Advanced Applications in Data Analysis, Visualization

1 - Python for Data Science and Data Analysis

1 - Link to the Python codes for the projects and the data.html

2 - Introduction About the Tutor and AI Sciences

3 - Introduction Introduction To Instructor

4 - Introduction Focus of the CoursePart 1

5 - Introduction Focus of the Course Part 2

6 - Basics of Programming Understanding the Algorithm

7 - Basics of Programming FlowCharts and Pseudocodes

8 - Basics of Programming Example of Algorithms Making Tea Problem

9 - Basics of Programming Example of AlgorithmsSearching Minimun

10 - Basics of Programming Example of AlgorithmsSearching Minimun Quiz

11 - Basics of Programming Example of AlgorithmsSorting Problem

12 - Basics of Programming Example of AlgorithmsSearching Minimun Solution

13 - Basics of Programming Sorting Problem in Python

14 - Why Python and Jupyter Notebook Why Python

15 - Why Python and Jupyter Notebook Why Jupyter Notebooks

16 - Installation of Anaconda and IPython Shell Installing Python and Jupyter Anaconda

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

18 - Installation of Anaconda and IPython Shell Coding in IPython Shell

19 - Variable and Operator Variables

20 - Variable and Operator Operators

21 - Variable and Operator Variable Name Quiz

22 - Variable and Operator Bool Data Type in Python

23 - Variable and Operator Comparison in Python

24 - Variable and Operator Combining Comparisons in Python

25 - Variable and Operator Combining Comparisons Quiz

26 - Python Useful function Python Function Round

27 - Python Useful function Python Function Round Quiz

28 - Python Useful function Python Function Round Solution

29 - Python Useful function Python Function Divmod

30 - Python Useful function Python Function Is instance and PowFunctions

31 - Python Useful function Python Function Input

32 - Control Flow in Python If Python Condition

33 - Control Flow in Python if Elif Else Python Conditions

34 - Control Flow in Python if Elif Else Python Conditions Quiz

35 - Control Flow in Python if Elif Else Python Conditions Solution

36 - Control Flow in Python More on if Elif Else Python Conditions

37 - Control Flow in Python More on if Elif Else Python Conditions Quiz

38 - Control Flow in Python More on if Elif Else Python Conditions Solution

39 - Control Flow in Python Indentations

40 - Control Flow in Python Indentations Quiz

41 - Control Flow in Python Indentations Solution

42 - Control Flow in Python Comments and Problem Solving Practice With If

43 - Control Flow in Python While Loop

44 - Control Flow in Python While Loop break Continue

45 - Control Flow in Python While Loop break Continue Quiz

46 - Control Flow in Python While Loop break Continue Solution

47 - Control Flow in Python For Loop

48 - Control Flow in Python For Loop Quiz

49 - Control Flow in Python For Loop Solution

50 - Control Flow in Python Else In For Loop

51 - Control Flow in Python Loops PracticeSorting Problem

52 - Function and Module in Python Functions in Python

53 - Function and Module in Python DocString

54 - Function and Module in Python Input Arguments

55 - Function and Module in Python Multiple Input Arguments

56 - Function and Module in Python Multiple Input Arguments Quiz

57 - Function and Module in Python Multiple Input Arguments Solution

58 - Function and Module in Python Ordering Multiple Input Arguments

59 - Function and Module in Python Output Arguments and Return Statement

60 - Function and Module in Python Function PracticeOutput Arguments and Return Statement

61 - Function and Module in Python Variable Number of Input Arguments

62 - Function and Module in Python Variable Number of Input Arguments Quiz

63 - Function and Module in Python Variable Number of Input Arguments Solution

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

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

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

67 - Function and Module in Python Default Values in Python

68 - Function and Module in Python Modules in Python

69 - Function and Module in Python Making Modules in Python

70 - Function and Module in Python Function PracticeSorting List in Python

71 - String in Python Strings

72 - String in Python Multi Line Strings

73 - String in Python Indexing Strings

74 - String in Python Indexing Strings Quiz

75 - String in Python Indexing Strings Solution

76 - String in Python String Methods

77 - String in Python String Methods Quiz

78 - String in Python String Methods Solution

79 - String in Python String Escape Sequences

80 - String in Python String Escape Sequences Quiz

81 - String in Python String Escape Sequences Solution

82 - Data Structure Introduction to Data Structure

83 - Data Structure Defining and Indexing

84 - Data Structure Insertion and Deletion

85 - Data Structure Insertion and Deletion Quiz

86 - Data Structure Insertion and Deletion Solution

87 - Data Structure Python PracticeInsertion and Deletion

88 - Data Structure Python PracticeInsertion and Deletion Quiz

89 - Data Structure Python PracticeInsertion and Deletion Solution

90 - Data Structure Deep Copy or Reference Slicing

91 - Data Structure Deep Copy or Reference Slicing Quiz

92 - Data Structure Deep Copy or Reference Slicing Solution

93 - Data Structure Exploring Methods Using TAB Completion

94 - Data Structure Data Structure Abstract Ways

95 - Data Structure Data Structure Practice

96 - Data Structure Data Structure Practice Quiz

97 - Data Structure Data Structure Practice Solution

2 - Mastering Probability Statistic Python Theory Projects

98 - Link to the Python codes for the projects and the data.html

99 - Introduction Introduction to Instructor and AISciences

100 - Introduction Introduction To Instructor

101 - Introduction Focus of the Course

102 - Probability vs Statistics Probability vs Statistics

103 - Sets Definition of Set

104 - Sets Cardinality of a Set

105 - Sets Subsets PowerSet UniversalSet

106 - Sets Python Practice Subsets

107 - Sets PowerSets Solution

108 - Sets Operations

109 - Sets Operations Exercise 01

110 - Sets Operations Solution 01

111 - Sets Operations Exercise 02

112 - Sets Operations Solution 02

113 - Sets Operations Exercise 03

114 - Sets Operations Solution 03

115 - Sets Python Practice Operations

116 - Sets VennDiagrams Operations

117 - Sets Homework

118 - Experiment Random Experiment

119 - Experiment Outcome and Sample Space

120 - Experiment Outcome and Sample Space Exercise 01

121 - Experiment Outcome and Sample Space Solution 01

122 - Experiment Event

123 - Experiment Event Exercise 01

124 - Experiment Event Solution 01

125 - Experiment Event Exercise 02

126 - Experiment Event Solution 02

127 - Experiment Recap and Homework

128 - Probability Model Probability Model

129 - Probability Model Probability Axioms

130 - Probability Model Probability Axioms Derivations

131 - Probability Model Probability Axioms Derivations Exercise 01

132 - Probability Model Probability Axioms Derivations Solution 01

133 - Probability Model Probablility Models Example

134 - Probability Model Probablility Models More Examples

135 - Probability Model Probablility Models Continous

136 - Probability Model Conditional Probability

137 - Probability Model Conditional Probability Example

138 - Probability Model Conditional Probability Formula

139 - Probability Model Conditional Probability in Machine Learning

140 - Probability Model Conditional Probability Total Probability Theorem

141 - Probability Model Probablility Models Independence

142 - Probability Model Probablility Models Conditional Independence

143 - Probability Model Probablility Models Conditional Independence Exercise 01

144 - Probability Model Probablility Models Conditional Independence Solution 01

145 - Probability Model Probablility Models BayesRule

146 - Probability Model Probablility Models towards Random Variables

147 - Probability Model HomeWork

148 - Random Variables Introduction

149 - Random Variables Random Variables Examples

150 - Random Variables Random Variables Examples Exercise 01

151 - Random Variables Random Variables Examples Solution 01

152 - Random Variables Bernulli Random Variables

153 - Random Variables Bernulli Trail Python Practice

154 - Random Variables Bernulli Trail Python Practice Exercise 01

155 - Random Variables Bernulli Trail Python Practice Solution 01

156 - Random Variables Geometric Random Variable

157 - Random Variables Geometric Random Variable Normalization Proof Optional

158 - Random Variables Geometric Random Variable Python Practice

159 - Random Variables Binomial Random Variables

160 - Random Variables Binomial Python Practice

161 - Random Variables Random Variables in Real DataSets

162 - Random Variables Random Variables in Real DataSets Exercise 01

163 - Random Variables Random Variables in Real DataSets Solution 01

164 - Random Variables Homework

165 - Continous Random Variables Zero Probability to Individual Values

166 - Continous Random Variables Zero Probability to Individual Values Exercise 01

167 - Continous Random Variables Zero Probability to Individual Values Solution 01

168 - Continous Random Variables Probability Density Functions

169 - Continous Random Variables Probability Density Functions Exercise 01

170 - Continous Random Variables Probability Density Functions Solution 01

171 - Continous Random Variables Uniform Distribution

172 - Continous Random Variables Uniform Distribution Exercise 01

173 - Continous Random Variables Uniform Distribution Solution 01

174 - Continous Random Variables Uniform Distribution Python

175 - Continous Random Variables Exponential

176 - Continous Random Variables Exponential Exercise 01

177 - Continous Random Variables Exponential Solution 01

178 - Continous Random Variables Exponential Python

179 - Continous Random Variables Gaussian Random Variables

180 - Continous Random Variables Gaussian Random Variables Exercise 01

181 - Continous Random Variables Gaussian Random Variables Solution 01

182 - Continous Random Variables Gaussian Python

183 - Continous Random Variables Transformation of Random Variables

184 - Continous Random Variables Homework

185 - Expectations Definition

186 - Expectations Sample Mean

187 - Expectations Law of Large Numbers

188 - Expectations Law of Large Numbers Famous Distributions

189 - Expectations Law of Large Numbers Famous Distributions Python

190 - Expectations Variance

191 - Expectations Homework

192 - Project Bayes Classifier Project Bayes Classifier From Scratch

193 - Multiple Random Variables Joint Distributions

194 - Multiple Random Variables Joint Distributions Exercise 01

195 - Multiple Random Variables Joint Distributions Solution 01

196 - Multiple Random Variables Joint Distributions Exercise 02

197 - Multiple Random Variables Joint Distributions Solution 02

198 - Multiple Random Variables Joint Distributions Exercise 03

199 - Multiple Random Variables Joint Distributions Solution 03

200 - Multiple Random Variables Multivariate Gaussian

201 - Multiple Random Variables Conditioning Independence

202 - Multiple Random Variables Classification

203 - Multiple Random Variables Naive Bayes Classification

204 - Multiple Random Variables Regression

205 - Multiple Random Variables Curse of Dimensionality

206 - Multiple Random Variables Homework

207 - Optional Estimation Parametric Distributions

208 - Optional Estimation MLE

209 - Optional Estimation LogLiklihood

210 - Optional Estimation MAP

211 - Optional Estimation Logistic Regression

212 - Optional Estimation Ridge Regression

213 - Optional Estimation DNN

214 - Mathematical Derivations for Math Lovers Permutations

215 - Mathematical Derivations for Math Lovers Combinations

216 - Mathematical Derivations for Math Lovers Binomial Random Variable

217 - Mathematical Derivations for Math Lovers Logistic Regression Formulation

218 - Mathematical Derivations for Math Lovers Logistic Regression Derivation

219 - THANK YOU

3 - Statistics Statistical Modeling Made Easy for ALL

220 - Link to the Python codes for the projects and the data.html

221 - Introduction Course Introduction

222 - Introduction AI Sciences

223 - Introduction Course Outline

224 - Summary Statistics Module Intoduction

225 - Summary Statistics Overview

226 - Summary Statistics Summary Statistics

227 - Summary Statistics Average Types

228 - Summary Statistics Mean

229 - Summary Statistics Median

230 - Summary Statistics Median Example

231 - Summary Statistics Mode

232 - Summary Statistics Case Study For Average

233 - Summary Statistics IQR

234 - Summary Statistics Variance

235 - Summary Statistics Standard Deviation

236 - Summary Statistics Averages in Python

237 - Summary Statistics Std Deviation and Variance in Python

238 - Summary Statistics IQR in Python

239 - Hypothesis Testing Module Introduction

240 - Hypothesis Testing Hypothesis Testing Overview

241 - Hypothesis Testing Terminologies in Hypothesis Testing

242 - Hypothesis Testing Null Hypothesis

243 - Hypothesis Testing Alternate Hypothesis

244 - Hypothesis Testing Test Statistics

245 - Hypothesis Testing PValue

246 - Hypothesis Testing Critical Value

247 - Hypothesis Testing Level of Significance

248 - Hypothesis Testing Case Study 1

249 - Hypothesis Testing Case Study 2

250 - Hypothesis Testing Calculations for Python

251 - Hypothesis Testing Steps of Hypothesis Testing

252 - Hypothesis Testing Code Outcomes

253 - Hypothesis Testing Calculation of Z in Python

254 - Hypothesis Testing Norm Function

255 - Hypothesis Testing P Value Python

256 - Correlation and Regression Module Introduction

257 - Correlation and Regression Covariance and Correlation

258 - Correlation and Regression Correlation

259 - Correlation and Regression Regression

260 - Correlation and Regression Correlation and Covariance in Python

261 - Correlation and Regression Entering Input

262 - Correlation and Regression Linear Regression Results

263 - Multiple Regression Module Overview

264 - Multiple Regression Motivation for Multiple Regression

265 - Multiple Regression Formula for MR

266 - Multiple Regression Preparing the Data

267 - Multiple Regression Multiple Regression in Python

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