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100 - Advanced Explanatory Data Analyis with Seaborn.mp4 |
41.06MB |
100 - Advanced Explanatory Data Analyis with Seaborn English.vtt |
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101 - Feature Engineering Part 1.mp4 |
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101 - Feature Engineering Part 1 English.vtt |
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102 - Feature Engineering Part 2.mp4 |
10.96MB |
102 - Feature Engineering Part 2 English.vtt |
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103 - Splitting the Data into Train and Test Set.mp4 |
16.75MB |
103 - Splitting the Data into Train and Test Set English.vtt |
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104 - Training the ML Model Random Forest.mp4 |
23.31MB |
104 - Training the ML Model Random Forest English.vtt |
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105 - Evaluating the Model on the Test Set.mp4 |
12.54MB |
105 - Evaluating the Model on the Test Set English.vtt |
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106 - Feature Importance.mp4 |
5.92MB |
106 - Feature Importance English.vtt |
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107 - Project Overview.mp4 |
2.86MB |
107 - Project Overview English.vtt |
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108 - Downloads Project 9.html |
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108 - Project-09-Materials.zip |
451.55KB |
109 - Web Scraping the Dow Jones Constituents.mp4 |
28.02MB |
109 - Web Scraping the Dow Jones Constituents English.vtt |
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10 - Data Import from csv file and first Inspection.mp4 |
63.07MB |
10 - Data Import from csv file and first Inspection English.vtt |
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110 - Normalizing Unicode Strings and Getting the Ticker Symbols.mp4 |
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110 - Normalizing Unicode Strings and Getting the Ticker Symbols English.vtt |
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111 - Download and Installation of an API Wrapper Package.mp4 |
23.81MB |
111 - Download and Installation of an API Wrapper Package English.vtt |
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112 - Loading and Saving Historical Stock Prices.mp4 |
24.69MB |
112 - Loading and Saving Historical Stock Prices English.vtt |
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113 - Project Overview.mp4 |
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113 - Project Overview English.vtt |
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114 - Downloads Project 10.html |
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114 - Project-10-Materials.zip |
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115 - Importing the Data.mp4 |
11.89MB |
115 - Importing the Data English.vtt |
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116 - Data Visualization & Returns.mp4 |
21.05MB |
116 - Data Visualization & Returns English.vtt |
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117 - Backtesting a simple Momentum Strategy.mp4 |
26.68MB |
117 - Backtesting a simple Momentum Strategy English.vtt |
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118 - Backtesting a simple Contrarian Strategy.mp4 |
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118 - Backtesting a simple Contrarian Strategy English.vtt |
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119 - More complex Strategies & Backtesting vs Fitting.mp4 |
28.56MB |
119 - More complex Strategies & Backtesting vs Fitting English.vtt |
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11 - The best and the worst movies Part 1.mp4 |
30.86MB |
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120 - Simple Moving Averages SMA.mp4 |
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120 - Simple Moving Averages SMA English.vtt |
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121 - Backtesting Simple Moving Averages SMA Strategies.mp4 |
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121 - Backtesting Simple Moving Averages SMA Strategies English.vtt |
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122 - Backtesting the Perfect Strategy in case you can predict the future.mp4 |
16.30MB |
122 - Backtesting the Perfect Strategy in case you can predict the future English.vtt |
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123 - Project Overview.mp4 |
8.97MB |
123 - Project Overview English.vtt |
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124 - Downloads Project 11.html |
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124 - Project-11-Materials.zip |
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125 - Importing & Merging the Data.mp4 |
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125 - Importing & Merging the Data English.vtt |
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126 - Transforming the Data.mp4 |
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126 - Transforming the Data English.vtt |
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127 - Explanatory Data Analysis Risk Return & Correlations.mp4 |
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127 - Explanatory Data Analysis Risk Return & Correlations English.vtt |
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128 - Index Tracking Introduction.mp4 |
30.73MB |
128 - Index Tracking Introduction English.vtt |
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129 - Index Tracking Selecting the Tracking Stocks.mp4 |
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129 - Index Tracking Selecting the Tracking Stocks English.vtt |
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12 - The best and the worst movies Part 2.mp4 |
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130 - Index Tracking A simple Tracking Portfolio.mp4 |
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130 - Index Tracking A simple Tracking Portfolio English.vtt |
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131 - Index Tracking The optimal Tracking Portfolio.mp4 |
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131 - Index Tracking The optimal Tracking Portfolio English.vtt |
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132 - Forward Testing Part 1.mp4 |
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132 - Forward Testing Part 1 English.vtt |
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133 - Forward Testing Part 2.mp4 |
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133 - Forward Testing Part 2 English.vtt |
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134 - Project Overview.mp4 |
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134 - Project Overview English.vtt |
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135 - Downloads Project 12.html |
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135 - Project-12-Materials.zip |
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136 - Project Brief for SelfCoders.mp4 |
68.09MB |
136 - Project Brief for SelfCoders English.vtt |
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137 - Data Import and first Inspection.mp4 |
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137 - Data Import and first Inspection English.vtt |
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138 - Merging and Concatenating.mp4 |
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138 - Merging and Concatenating English.vtt |
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139 - Data Cleaning Part 1.mp4 |
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139 - Data Cleaning Part 1 English.vtt |
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13 - Which Movie would you like to see next.mp4 |
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140 - Data Cleaning Part 2.mp4 |
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140 - Data Cleaning Part 2 English.vtt |
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141 - What are the most successful countries of all times.mp4 |
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141 - What are the most successful countries of all times English.vtt |
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142 - Do GDP Population and Politics matter.mp4 |
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142 - Do GDP Population and Politics matter English.vtt |
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143 - Statistical Analysis and Hypothesis Testing with scipy.mp4 |
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143 - Statistical Analysis and Hypothesis Testing with scipy English.vtt |
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144 - Aggregating and Ranking.mp4 |
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144 - Aggregating and Ranking English.vtt |
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145 - Summer Games vs Winter Games does Geographical Location matter.mp4 |
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145 - Summer Games vs Winter Games does Geographical Location matter English.vtt |
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146 - Men vs Women do Culture & Religion matter.mp4 |
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147 - Do Traditions matter.mp4 |
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147 - Do Traditions matter English.vtt |
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148 - Intro and Overview.mp4 |
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148 - Intro and Overview English.vtt |
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149 - How to update Pandas to Version 10.html |
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14 - What are the most common Words in Movie Titles Taglines and Overviews.mp4 |
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150 - Course-Materials-Version-1-0.zip |
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150 - Downloads for this Section.html |
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151 - Important Recap Pandas Display Options Changed in Version 025.mp4 |
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151 - Important Recap Pandas Display Options Changed in Version 025 English.vtt |
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152 - Info method new and extended output.mp4 |
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152 - Info method new and extended output English.vtt |
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153 - NEW Extension dtypes nullable dtypes Why do we need them.mp4 |
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153 - NEW Extension dtypes nullable dtypes Why do we need them English.vtt |
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154 - Creating the NEW extension dtypes with convertdtypes.mp4 |
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154 - Creating the NEW extension dtypes with convertdtypes English.vtt |
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155 - NEW pdNA value for missing values.mp4 |
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155 - NEW pdNA value for missing values English.vtt |
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156 - The NEW nullable Int64Dtype.mp4 |
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157 - The NEW StringDtype.mp4 |
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158 - The NEW nullable BooleanDtype.mp4 |
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158 - The NEW nullable BooleanDtype English.vtt |
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159 - Addition of the ignoreindex parameter.mp4 |
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159 - Addition of the ignoreindex parameter English.vtt |
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15 - Are Franchises more successful.mp4 |
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160 - Removal of prior Version Deprecations.mp4 |
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160 - Removal of prior Version Deprecations English.vtt |
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161 - Intro to Tabular Data Pandas.mp4 |
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161 - Intro to Tabular Data Pandas English.vtt |
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162 - Appendix-Materials.zip |
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162 - Downloads for this Section.html |
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163 - Create your very first Pandas DataFrame from csv.mp4 |
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163 - Create your very first Pandas DataFrame from csv English.vtt |
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164 - Pandas Display Options and the methods head & tail.mp4 |
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164 - Pandas Display Options and the methods head & tail English.vtt |
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165 - First Data Inspection.mp4 |
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165 - First Data Inspection English.vtt |
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166 - Builtin Functions Attributes and Methods with Pandas.mp4 |
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166 - Builtin Functions Attributes and Methods with Pandas English.vtt |
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167 - Selecting Columns.mp4 |
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167 - Selecting Columns English.vtt |
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168 - Selecting one Column with the dot notation.mp4 |
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168 - Selecting one Column with the dot notation English.vtt |
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169 - positions.pdf |
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169 - Zerobased Indexing and Negative Indexing.mp4 |
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16 - What are the most successful Franchises.mp4 |
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170 - Selecting Rows with iloc positionbased indexing.mp4 |
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170 - Selecting Rows with iloc positionbased indexing English.vtt |
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171 - Slicing Rows and Columns with iloc positionbased indexing.mp4 |
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171 - Slicing Rows and Columns with iloc positionbased indexing English.vtt |
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172 - pandas-iloc.pdf |
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172 - Positionbased Indexing Cheat Sheets.html |
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173 - Selecting Rows with loc labelbased indexing.mp4 |
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173 - Selecting Rows with loc labelbased indexing English.vtt |
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174 - Slicing Rows and Columns with loc labelbased indexing.mp4 |
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174 - Slicing Rows and Columns with loc labelbased indexing English.vtt |
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175 - Labelbased Indexing Cheat Sheets.html |
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175 - Pandas-loc.pdf |
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176 - First Steps with Pandas Series.mp4 |
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176 - First Steps with Pandas Series English.vtt |
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177 - Analyzing Numerical Series with unique nunique and valuecounts.mp4 |
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177 - Analyzing Numerical Series with unique nunique and valuecounts English.vtt |
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178 - Analyzing nonnumerical Series with unique nunique valuecounts.mp4 |
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178 - Analyzing nonnumerical Series with unique nunique valuecounts English.vtt |
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179 - Sorting of Series and Introduction to the inplace parameter.mp4 |
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179 - Sorting of Series and Introduction to the inplace parameter English.vtt |
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17 - The most successful Directors.mp4 |
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180 - Filtering DataFrames by one Condition.mp4 |
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180 - Filtering DataFrames by one Condition English.vtt |
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181 - Filtering DataFrames by many Conditions AND.mp4 |
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181 - Filtering DataFrames by many Conditions AND English.vtt |
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182 - Filtering DataFrames by many Conditions OR.mp4 |
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182 - Filtering DataFrames by many Conditions OR English.vtt |
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183 - Creating Columns based on other Columns.mp4 |
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183 - Creating Columns based on other Columns English.vtt |
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184 - Userdefined Functions with apply map and applymap.mp4 |
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184 - Userdefined Functions with apply map and applymap English.vtt |
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185 - Data Visualization with Matplotlib.mp4 |
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185 - Data Visualization with Matplotlib English.vtt |
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186 - GroupBy an Introduction.mp4 |
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186 - GroupBy an Introduction English.vtt |
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187 - Understanding the GroupBy Object.mp4 |
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187 - Understanding the GroupBy Object English.vtt |
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188 - Splitting with many Keys.mp4 |
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188 - Splitting with many Keys English.vtt |
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189 - splitapplycombine explained.mp4 |
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189 - splitapplycombine explained English.vtt |
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18 - The most successful Actors Part 1.mp4 |
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18 - The most successful Actors Part 1 English.vtt |
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190 - splitapplycombine applied.mp4 |
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190 - splitapplycombine applied English.vtt |
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191 - Data with DateTime Information Part 1.mp4 |
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191 - Data with DateTime Information Part 1 English.vtt |
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192 - Data with DateTime Information Part 2.mp4 |
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192 - Data with DateTime Information Part 2 English.vtt |
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193 - Data with DateTime Information Part 3.mp4 |
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193 - Data with DateTime Information Part 3 English.vtt |
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194 - Data with DateTime Information Part 4.mp4 |
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194 - Data with DateTime Information Part 4 English.vtt |
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195 - Bonus Lecture.html |
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19 - The most successful Actors Part 2.mp4 |
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19 - The most successful Actors Part 2 English.vtt |
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1 - Course Overview don´t skip.mp4 |
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1 - Course Overview don´t skip English.vtt |
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20 - Now it´s your turn Homework.html |
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21 - Project Overview.mp4 |
6.04MB |
21 - Project Overview English.vtt |
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22 - API-JSON.pdf |
420.90KB |
22 - What is JSON.mp4 |
5.86MB |
22 - What is JSON English.vtt |
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23 - Downloads Project 2.html |
134B |
23 - Project-02-Materials.zip |
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24 - Project Brief for SelfCoders.mp4 |
12.28MB |
24 - Project Brief for SelfCoders English.vtt |
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25 - Importing Data from JSON files.mp4 |
56.53MB |
25 - Importing Data from JSON files English.vtt |
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26 - JSON and OrientationFormats.mp4 |
36.25MB |
26 - JSON and OrientationFormats English.vtt |
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27 - What is an API The Movie Database API.mp4 |
42.88MB |
27 - What is an API The Movie Database API English.vtt |
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28 - Working with APIs and JSON Part 1.mp4 |
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28 - Working with APIs and JSON Part 1 English.vtt |
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29 - How to work with your own APIKEY.mp4 |
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29 - How to work with your own APIKEY English.vtt |
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2 - Tips How to get the most out of this Course don´t skip.mp4 |
35.68MB |
2 - Tips How to get the most out of this Course don´t skip English.vtt |
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30 - Working with APIs and JSON Part 2.mp4 |
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30 - Working with APIs and JSON Part 2 English.vtt |
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31 - Importing and Storing the Movies Dataset Best Practice.mp4 |
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31 - Importing and Storing the Movies Dataset Best Practice English.vtt |
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32 - Importing and Storing the Movies Dataset Real World Scenario.mp4 |
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32 - Importing and Storing the Movies Dataset Real World Scenario English.vtt |
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33 - Project Overview.mp4 |
2.88MB |
33 - Project Overview English.vtt |
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34 - Downloads Project 3.html |
134B |
34 - Project-03-Materials.zip |
22.73MB |
35 - Project Brief for SelfCoders.mp4 |
26.26MB |
35 - Project Brief for SelfCoders English.vtt |
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36 - First Steps.mp4 |
12.68MB |
36 - First Steps English.vtt |
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37 - Dropping irrelevant Columns.mp4 |
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37 - Dropping irrelevant Columns English.vtt |
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38 - How to handle stringified JSON columns Part 1.mp4 |
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38 - How to handle stringified JSON columns Part 1 English.vtt |
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39 - How to handle stringified JSON columns Part 2.mp4 |
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39 - How to handle stringified JSON columns Part 2 English.vtt |
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3 - FAQ Your Questions answered.html |
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40 - How to flatten nested Columns.mp4 |
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40 - How to flatten nested Columns English.vtt |
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41 - How to clean Numerical Columns Part 1.mp4 |
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41 - How to clean Numerical Columns Part 1 English.vtt |
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42 - How to clean Numerical Columns Part 2.mp4 |
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42 - How to clean Numerical Columns Part 2 English.vtt |
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43 - How to clean Columns with DateTime Information.mp4 |
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43 - How to clean Columns with DateTime Information English.vtt |
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44 - How to clean String Text Columns.mp4 |
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44 - How to clean String Text Columns English.vtt |
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45 - How to remove Duplicates.mp4 |
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45 - How to remove Duplicates English.vtt |
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46 - Handling Missing Values & Removing ObervationsRows.mp4 |
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46 - Handling Missing Values & Removing ObervationsRows English.vtt |
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47 - Final Steps.mp4 |
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47 - Final Steps English.vtt |
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48 - Project Overview.mp4 |
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48 - Project Overview English.vtt |
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49 - Downloads Project 4.html |
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49 - Project-04-Materials.zip |
69.66MB |
4 - How to download and install Anaconda for Python coding.mp4 |
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4 - How to download and install Anaconda for Python coding English.vtt |
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50 - Project Brief for SelfCoders.mp4 |
10.80MB |
50 - Project Brief for SelfCoders English.vtt |
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51 - Getting the Datasets.mp4 |
17.77MB |
51 - Getting the Datasets English.vtt |
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52 - Preparing the Data for Merge.mp4 |
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52 - Preparing the Data for Merge English.vtt |
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53 - Merging the Data Left Join.mp4 |
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53 - Merging the Data Left Join English.vtt |
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54 - Cleaning and Transforming the new Cast Column.mp4 |
33.73MB |
54 - Cleaning and Transforming the new Cast Column English.vtt |
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55 - Cleaning and Transforming the new Crew Column.mp4 |
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55 - Cleaning and Transforming the new Crew Column English.vtt |
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56 - Final Steps.mp4 |
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56 - Final Steps English.vtt |
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57 - Project Overview.mp4 |
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57 - Project Overview English.vtt |
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58 - What is a Database SQL.mp4 |
10.60MB |
58 - What is a Database SQL English.vtt |
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59 - Downloads Project 5.html |
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59 - Project-05-Materials.zip |
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5 - Jupyter Notebooks let´s get started.mp4 |
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5 - Jupyter Notebooks let´s get started English.vtt |
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60 - Project Brief for SelfCoders.mp4 |
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60 - Project Brief for SelfCoders English.vtt |
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61 - How to create an SQLite Database.mp4 |
10.20MB |
61 - How to create an SQLite Database English.vtt |
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62 - How to load Data from DataFrames into an SQLite Database.mp4 |
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62 - How to load Data from DataFrames into an SQLite Database English.vtt |
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63 - How to load Data from SQLite Databases into DataFrames.mp4 |
16.46MB |
63 - How to load Data from SQLite Databases into DataFrames English.vtt |
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64 - Some simple SQL Queries.mp4 |
28.81MB |
64 - Some simple SQL Queries English.vtt |
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65 - Some more SQL Queries.mp4 |
33.16MB |
65 - Some more SQL Queries English.vtt |
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66 - Join Queries.mp4 |
22.84MB |
66 - Join Queries English.vtt |
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67 - Final Case Study.mp4 |
30.29MB |
67 - Final Case Study English.vtt |
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68 - Project Overview.mp4 |
1.94MB |
68 - Project Overview English.vtt |
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69 - Downloads Project 6.html |
134B |
69 - Project-06-Materials.zip |
64.28MB |
6 - How to work with Jupyter Notebooks.mp4 |
41.13MB |
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70 - Project Brief for SelfCoders Part 1.mp4 |
11.09MB |
70 - Project Brief for SelfCoders Part 1 English.vtt |
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71 - Getting the Data from the Web.mp4 |
7.76MB |
71 - Getting the Data from the Web English.vtt |
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72 - Importing one File & Understanding the Data Structure easy case.mp4 |
17.75MB |
72 - Importing one File & Understanding the Data Structure easy case English.vtt |
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73 - Importing & merging many Files easy case.mp4 |
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73 - Importing & merging many Files easy case English.vtt |
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74 - Final Steps.mp4 |
4.45MB |
74 - Final Steps English.vtt |
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75 - Project Brief for SelfCoders Part 2.mp4 |
13.77MB |
75 - Project Brief for SelfCoders Part 2 English.vtt |
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76 - Importing one File & Understanding the Data Structure complex case.mp4 |
5.26MB |
76 - Importing one File & Understanding the Data Structure complex case English.vtt |
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77 - The glob module.mp4 |
9.45MB |
77 - The glob module English.vtt |
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78 - Importing & merging many Files complex case.mp4 |
7.89MB |
78 - Importing & merging many Files complex case English.vtt |
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79 - Excursus Saving Memory Categorical Features.mp4 |
6.27MB |
79 - Excursus Saving Memory Categorical Features English.vtt |
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7 - Project Overview.mp4 |
14.80MB |
7 - Project Overview English.vtt |
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80 - Project Overview.mp4 |
2.28MB |
80 - Project Overview English.vtt |
884B |
81 - Downloads Project 7.html |
134B |
81 - Project-07-Materials.zip |
8.66MB |
82 - Project Brief for SelfCoders.mp4 |
42.46MB |
82 - Project Brief for SelfCoders English.vtt |
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83 - First Inspection The most popular Names in 2018.mp4 |
12.20MB |
83 - First Inspection The most popular Names in 2018 English.vtt |
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84 - Evergreen Names 1880 2018.mp4 |
8.00MB |
84 - Evergreen Names 1880 2018 English.vtt |
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85 - Advanced Data Aggregation.mp4 |
16.14MB |
85 - Advanced Data Aggregation English.vtt |
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86 - What are the most popular Names of all Times.mp4 |
11.53MB |
86 - What are the most popular Names of all Times English.vtt |
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87 - General Trends over Time 1880 2018.mp4 |
15.11MB |
87 - General Trends over Time 1880 2018 English.vtt |
5.09KB |
88 - Creating the Features Popularity and Rank.mp4 |
17.44MB |
88 - Creating the Features Popularity and Rank English.vtt |
5.95KB |
89 - Visualizing Name Trends over Time.mp4 |
42.43MB |
89 - Visualizing Name Trends over Time English.vtt |
8.18KB |
8 - Downloads Project 1.mp4 |
9.84MB |
8 - Downloads Project 1 English.vtt |
3.54KB |
8 - Project-01-Materials.zip |
15.17MB |
90 - Why does a Name´s Popularity suddenly change Part 1.mp4 |
20.65MB |
90 - Why does a Name´s Popularity suddenly change Part 1 English.vtt |
7.09KB |
91 - Why does a Name´s Popularity suddenly change Part 2.mp4 |
27.88MB |
91 - Why does a Name´s Popularity suddenly change Part 2 English.vtt |
5.42KB |
92 - Persistant vs SpikeFade Names.mp4 |
28.02MB |
92 - Persistant vs SpikeFade Names English.vtt |
3.81KB |
93 - Most Popular Unisex Names.mp4 |
26.59MB |
93 - Most Popular Unisex Names English.vtt |
6.62KB |
94 - Project Overview.mp4 |
3.28MB |
94 - Project Overview English.vtt |
1.29KB |
95 - Downloads Project 8.html |
134B |
95 - Project-08-Materials.zip |
1.52MB |
96 - Project Brief for SelfCoders.mp4 |
33.32MB |
96 - Project Brief for SelfCoders English.vtt |
6.06KB |
97 - Data Import and first Inspection.mp4 |
29.39MB |
97 - Data Import and first Inspection English.vtt |
6.25KB |
98 - Data Cleaning and Creating additional Features.mp4 |
24.36MB |
98 - Data Cleaning and Creating additional Features English.vtt |
5.69KB |
99 - Which Factors influence House Prices.mp4 |
72.42MB |
99 - Which Factors influence House Prices English.vtt |
13.81KB |
9 - Project Brief for SelfCoders.mp4 |
14.22MB |
9 - Project Brief for SelfCoders English.vtt |
5.14KB |