Udemy - Advanced Data Science Methods and Algorithms (1.2025)

File Name

Size

1 - Introduction/1 -Introduction.mp4

277 MB

1 - Introduction/1 -Introduction.vtt

30 kB

1 - Introduction/2 -Setup of the Anaconda Cloud Notebook.mp4

129 MB

1 - Introduction/2 -Setup of the Anaconda Cloud Notebook.vtt

13 kB

1 - Introduction/3 -Download and installation of the Anaconda Distribution (optional).mp4

133 MB

1 - Introduction/3 -Download and installation of the Anaconda Distribution (optional).vtt

17 kB

1 - Introduction/4 -The Conda Package Management System (optional).mp4

338 MB

1 - Introduction/4 -The Conda Package Management System (optional).vtt

31 kB

2 - Master Python for Data Handling/1 -Overview of Python for Data Handling.mp4

256 MB

2 - Master Python for Data Handling/1 -Overview of Python for Data Handling.vtt

35 kB

2 - Master Python for Data Handling/10 -Python Dictionary.mp4

222 MB

2 - Master Python for Data Handling/10 -Python Dictionary.vtt

22 kB

2 - Master Python for Data Handling/10 -python_dictionary.py

2.4 kB

2 - Master Python for Data Handling/11 -list.py

3.1 kB

2 - Master Python for Data Handling/11 -Python List.mp4

252 MB

2 - Master Python for Data Handling/11 -Python List.vtt

21 kB

2 - Master Python for Data Handling/12 -Overview of Python Data Transformers and Functions.mp4

23 MB

2 - Master Python for Data Handling/12 -Overview of Python Data Transformers and Functions.vtt

3.6 kB

2 - Master Python for Data Handling/13 -Python While-loop.mp4

131 MB

2 - Master Python for Data Handling/13 -Python While-loop.vtt

16 kB

2 - Master Python for Data Handling/13 -python_while_loop.py

2.0 kB

2 - Master Python for Data Handling/14 -Python For-loop.mp4

118 MB

2 - Master Python for Data Handling/14 -Python For-loop.vtt

9.8 kB

2 - Master Python for Data Handling/14 -python_for_loop.py

1.9 kB

2 - Master Python for Data Handling/15 -Python Logic Operators and conditional code branching.mp4

221 MB

2 - Master Python for Data Handling/15 -Python Logic Operators and conditional code branching.vtt

21 kB

2 - Master Python for Data Handling/15 -python_some_logic_operators.py

1.7 kB

2 - Master Python for Data Handling/16 -Python Functions I Some theory.mp4

32 MB

2 - Master Python for Data Handling/16 -Python Functions I Some theory.vtt

4.3 kB

2 - Master Python for Data Handling/17 -Python Functions II create your own functions.mp4

235 MB

2 - Master Python for Data Handling/17 -Python Functions II create your own functions.vtt

24 kB

2 - Master Python for Data Handling/18 -Python Object Oriented Programming I Some theory.mp4

159 MB

2 - Master Python for Data Handling/18 -Python Object Oriented Programming I Some theory.vtt

12 kB

2 - Master Python for Data Handling/19 -Python Object Oriented Programming II create your own custom objects.mp4

339 MB

2 - Master Python for Data Handling/19 -Python Object Oriented Programming II create your own custom objects.vtt

15 kB

2 - Master Python for Data Handling/19 -Python_OOP_II.py

4.5 kB

2 - Master Python for Data Handling/2 -Python Integers.mp4

147 MB

2 - Master Python for Data Handling/2 -Python Integers.vtt

18 kB

2 - Master Python for Data Handling/2 -Python_Integer.py

1.5 kB

2 - Master Python for Data Handling/20 -Python Object Oriented Programming III Files and Tables.mp4

266 MB

2 - Master Python for Data Handling/20 -Python Object Oriented Programming III Files and Tables.vtt

16 kB

2 - Master Python for Data Handling/20 -Python_OOP3.py

6.4 kB

2 - Master Python for Data Handling/21 -Python Object Oriented Programming IV Recap and More.mp4

406 MB

2 - Master Python for Data Handling/21 -Python Object Oriented Programming IV Recap and More.vtt

45 kB

2 - Master Python for Data Handling/21 -Python_OOP4_Recap.py

6.4 kB

2 - Master Python for Data Handling/21 -Text_file.txt

233 B

2 - Master Python for Data Handling/3 -Python Floats.mp4

266 MB

2 - Master Python for Data Handling/3 -Python Floats.vtt

28 kB

2 - Master Python for Data Handling/3 -Python_Float.py

4.2 kB

2 - Master Python for Data Handling/4 -Python Strings.mp4

128 MB

2 - Master Python for Data Handling/4 -Python Strings.vtt

16 kB

2 - Master Python for Data Handling/4 -Python_Strings.py

1.8 kB

2 - Master Python for Data Handling/5 -Python String Methods.mp4

187 MB

2 - Master Python for Data Handling/5 -Python String Methods.vtt

26 kB

2 - Master Python for Data Handling/5 -Python_String_Methods.py

2.0 kB

2 - Master Python for Data Handling/6 -Python Strings and DateTime Objects.mp4

470 MB

2 - Master Python for Data Handling/6 -Python Strings and DateTime Objects.vtt

39 kB

2 - Master Python for Data Handling/6 -Python_DateTime.py

7.9 kB

2 - Master Python for Data Handling/7 -Overview of Python Native Data Storage Structures.mp4

21 MB

2 - Master Python for Data Handling/7 -Overview of Python Native Data Storage Structures.vtt

3.2 kB

2 - Master Python for Data Handling/8 -Python Set.mp4

168 MB

2 - Master Python for Data Handling/8 -Python Set.vtt

20 kB

2 - Master Python for Data Handling/8 -Python_Set.py

2.0 kB

2 - Master Python for Data Handling/9 -Python Tuple.mp4

159 MB

2 - Master Python for Data Handling/9 -Python Tuple.vtt

17 kB

2 - Master Python for Data Handling/9 -python_tuple.py

2.2 kB

3 - Master Pandas for Data Handling/1 -Master Pandas for Data Handling Overview.mp4

125 MB

3 - Master Pandas for Data Handling/1 -Master Pandas for Data Handling Overview.vtt

14 kB

3 - Master Pandas for Data Handling/10 -Pandas Operations & Techniques DataFrame Inspection.mp4

106 MB

3 - Master Pandas for Data Handling/10 -Pandas Operations & Techniques DataFrame Inspection.vtt

11 kB

3 - Master Pandas for Data Handling/11 -Pandas Operations & Techniques Column Selections.mp4

101 MB

3 - Master Pandas for Data Handling/11 -Pandas Operations & Techniques Column Selections.vtt

14 kB

3 - Master Pandas for Data Handling/12 -Pandas Operations & Techniques Row Selections.mp4

102 MB

3 - Master Pandas for Data Handling/12 -Pandas Operations & Techniques Row Selections.vtt

12 kB

3 - Master Pandas for Data Handling/13 -Pandas Operations & Techniques Conditional Selections.mp4

125 MB

3 - Master Pandas for Data Handling/13 -Pandas Operations & Techniques Conditional Selections.vtt

13 kB

3 - Master Pandas for Data Handling/14 -Pandas Operations & Techniques Scalers and Standardization.mp4

128 MB

3 - Master Pandas for Data Handling/14 -Pandas Operations & Techniques Scalers and Standardization.vtt

13 kB

3 - Master Pandas for Data Handling/15 -Pandas Operations & Techniques Concatenate DataFrames.mp4

172 MB

3 - Master Pandas for Data Handling/15 -Pandas Operations & Techniques Concatenate DataFrames.vtt

20 kB

3 - Master Pandas for Data Handling/16 -Pandas Operations & Techniques Joining DataFrames.mp4

115 MB

3 - Master Pandas for Data Handling/16 -Pandas Operations & Techniques Joining DataFrames.vtt

14 kB

3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.mp4

212 MB

3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.vtt

22 kB

3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.mp4

206 MB

3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.vtt

23 kB

3 - Master Pandas for Data Handling/19 -Pandas Data Preparation I Overview & workflow.mp4

51 MB

3 - Master Pandas for Data Handling/19 -Pandas Data Preparation I Overview & workflow.vtt

6.1 kB

3 - Master Pandas for Data Handling/2 -Pandas theory and terminology.mp4

112 MB

3 - Master Pandas for Data Handling/2 -Pandas theory and terminology.vtt

12 kB

3 - Master Pandas for Data Handling/20 -Pandas Data Preparation II Edit DataFrame labels.mp4

98 MB

3 - Master Pandas for Data Handling/20 -Pandas Data Preparation II Edit DataFrame labels.vtt

11 kB

3 - Master Pandas for Data Handling/21 -Pandas Data Preparation III Duplicates.mp4

146 MB

3 - Master Pandas for Data Handling/21 -Pandas Data Preparation III Duplicates.vtt

15 kB

3 - Master Pandas for Data Handling/22 -Pandas Data Preparation IV Missing Data & Imputation.mp4

312 MB

3 - Master Pandas for Data Handling/22 -Pandas Data Preparation IV Missing Data & Imputation.vtt

35 kB

3 - Master Pandas for Data Handling/23 -Pandas Data Preparation V Data Binnings [Extra Video].mp4

274 MB

3 - Master Pandas for Data Handling/23 -Pandas Data Preparation V Data Binnings [Extra Video].vtt

32 kB

3 - Master Pandas for Data Handling/24 -Pandas Data Preparation VI Indicator Features [Extra Video].mp4

208 MB

3 - Master Pandas for Data Handling/24 -Pandas Data Preparation VI Indicator Features [Extra Video].vtt

22 kB

3 - Master Pandas for Data Handling/25 -Pandas Data Description I Overview.mp4

29 MB

3 - Master Pandas for Data Handling/25 -Pandas Data Description I Overview.vtt

3.1 kB

3 - Master Pandas for Data Handling/26 -Pandas Data Description II Sorting and Ranking.mp4

126 MB

3 - Master Pandas for Data Handling/26 -Pandas Data Description II Sorting and Ranking.vtt

16 kB

3 - Master Pandas for Data Handling/27 -Pandas Data Description III Descriptive Statistics.mp4

159 MB

3 - Master Pandas for Data Handling/27 -Pandas Data Description III Descriptive Statistics.vtt

17 kB

3 - Master Pandas for Data Handling/28 -Pandas Data Description IV Crosstabulations & Groupings.mp4

171 MB

3 - Master Pandas for Data Handling/28 -Pandas Data Description IV Crosstabulations & Groupings.vtt

19 kB

3 - Master Pandas for Data Handling/29 -Pandas Data Visualization I Overview.mp4

37 MB

3 - Master Pandas for Data Handling/29 -Pandas Data Visualization I Overview.vtt

3.8 kB

3 - Master Pandas for Data Handling/3 -Creating a Pandas DataFrame from scratch.mp4

151 MB

3 - Master Pandas for Data Handling/3 -Creating a Pandas DataFrame from scratch.vtt

16 kB

3 - Master Pandas for Data Handling/30 -Pandas Data Visualization II Histograms.mp4

203 MB

3 - Master Pandas for Data Handling/30 -Pandas Data Visualization II Histograms.vtt

27 kB

3 - Master Pandas for Data Handling/31 -Pandas Data Visualization III Boxplots.mp4

133 MB

3 - Master Pandas for Data Handling/31 -Pandas Data Visualization III Boxplots.vtt

19 kB

3 - Master Pandas for Data Handling/32 -Pandas Data Visualization IV Scatterplots.mp4

218 MB

3 - Master Pandas for Data Handling/32 -Pandas Data Visualization IV Scatterplots.vtt

21 kB

3 - Master Pandas for Data Handling/33 -Pandas Data Visualization V Pie Charts.mp4

219 MB

3 - Master Pandas for Data Handling/33 -Pandas Data Visualization V Pie Charts.vtt

24 kB

3 - Master Pandas for Data Handling/34 -Pandas Data Visualization VI Line plots.mp4

264 MB

3 - Master Pandas for Data Handling/34 -Pandas Data Visualization VI Line plots.vtt

25 kB

3 - Master Pandas for Data Handling/4 -Pandas File Handling Overview.mp4

22 MB

3 - Master Pandas for Data Handling/4 -Pandas File Handling Overview.vtt

3.1 kB

3 - Master Pandas for Data Handling/5 -Pandas File Handling The .csv file format.mp4

114 MB

3 - Master Pandas for Data Handling/5 -Pandas File Handling The .csv file format.vtt

12 kB

3 - Master Pandas for Data Handling/6 -Pandas File Handling The .xlsx file format.mp4

140 MB

3 - Master Pandas for Data Handling/6 -Pandas File Handling The .xlsx file format.vtt

16 kB

3 - Master Pandas for Data Handling/7 -Pandas File Handling SQL-database files and Pandas DataFrame.mp4

92 MB

3 - Master Pandas for Data Handling/7 -Pandas File Handling SQL-database files and Pandas DataFrame.vtt

11 kB

3 - Master Pandas for Data Handling/8 -Pandas Operations & Techniques Overview.mp4

32 MB

3 - Master Pandas for Data Handling/8 -Pandas Operations & Techniques Overview.vtt

3.5 kB

3 - Master Pandas for Data Handling/9 -Pandas Operations & Techniques Object Inspection.mp4

101 MB

3 - Master Pandas for Data Handling/9 -Pandas Operations & Techniques Object Inspection.vtt

13 kB

4 - Advanced Models for Regression and Supervised Learning/1 -Overview.mp4

25 MB

4 - Advanced Models for Regression and Supervised Learning/1 -Overview.vtt

3.3 kB

4 - Advanced Models for Regression and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.mp4

233 MB

4 - Advanced Models for Regression and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.vtt

22 kB

4 - Advanced Models for Regression and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Prediction.mp4

232 MB

4 - Advanced Models for Regression and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Prediction.vtt

27 kB

4 - Advanced Models for Regression and Supervised Learning/3 -insurance.csv

60 kB

4 - Advanced Models for Regression and Supervised Learning/3 -MLP_Prediction.py

7.7 kB

4 - Advanced Models for Regression and Supervised Learning/4 -Decision Tree Regression model.mp4

476 MB

4 - Advanced Models for Regression and Supervised Learning/4 -Decision Tree Regression model.vtt

47 kB

4 - Advanced Models for Regression and Supervised Learning/4 -DecisionTree_regression.py

5.8 kB

4 - Advanced Models for Regression and Supervised Learning/4 -insurance.csv

60 kB

4 - Advanced Models for Regression and Supervised Learning/5 -insurance.csv

60 kB

4 - Advanced Models for Regression and Supervised Learning/5 -Random Forest Regression.mp4

410 MB

4 - Advanced Models for Regression and Supervised Learning/5 -Random Forest Regression.vtt

65 kB

4 - Advanced Models for Regression and Supervised Learning/5 -Random_Forest_regression.py

15 kB

4 - Advanced Models for Regression and Supervised Learning/6 -insurance.csv

60 kB

4 - Advanced Models for Regression and Supervised Learning/6 -Voting Regression.mp4

245 MB

4 - Advanced Models for Regression and Supervised Learning/6 -Voting Regression.vtt

43 kB

4 - Advanced Models for Regression and Supervised Learning/6 -Voting_Regression_Ensemble.py

8.1 kB

4 - Advanced Models for Regression and Supervised Learning/7 -eXtreme Gradient Boosting Regression (XGBoost).mp4

444 MB

4 - Advanced Models for Regression and Supervised Learning/7 -eXtreme Gradient Boosting Regression (XGBoost).vtt

50 kB

4 - Advanced Models for Regression and Supervised Learning/7 -insurance.csv

60 kB

4 - Advanced Models for Regression and Supervised Learning/7 -XGBoost_Regression.py

16 kB

5 - Advanced Models for Classification and Supervised Learning/1 -Overview.mp4

28 MB

5 - Advanced Models for Classification and Supervised Learning/1 -Overview.vtt

3.4 kB

5 - Advanced Models for Classification and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.mp4

217 MB

5 - Advanced Models for Classification and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.vtt

20 kB

5 - Advanced Models for Classification and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Classification.mp4

172 MB

5 - Advanced Models for Classification and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Classification.vtt

20 kB

5 - Advanced Models for Classification and Supervised Learning/3 -iris.csv

3.3 kB

5 - Advanced Models for Classification and Supervised Learning/3 -MLP_Classifier.py

3.1 kB

5 - Advanced Models for Classification and Supervised Learning/4 -Decision Tree Classifier.mp4

549 MB

5 - Advanced Models for Classification and Supervised Learning/4 -Decision Tree Classifier.vtt

58 kB

5 - Advanced Models for Classification and Supervised Learning/4 -Decision_Tree_Classifier.py

9.5 kB

5 - Advanced Models for Classification and Supervised Learning/4 -insurance.csv

60 kB

5 - Advanced Models for Classification and Supervised Learning/5 -iris.csv

3.3 kB

5 - Advanced Models for Classification and Supervised Learning/5 -Random Forest Classifier.mp4

332 MB

5 - Advanced Models for Classification and Supervised Learning/5 -Random Forest Classifier.vtt

34 kB

5 - Advanced Models for Classification and Supervised Learning/5 -Random_Forest_Classifier.py

6.6 kB

5 - Advanced Models for Classification and Supervised Learning/6 -iris.csv

3.3 kB

5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.mp4

266 MB

5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.py

15 kB

5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.vtt

36 kB

5 - Advanced Models for Classification and Supervised Learning/7 -eXtreme Gradient Boosting Classifier (XGBoost).mp4

576 MB

5 - Advanced Models for Classification and Supervised Learning/7 -eXtreme Gradient Boosting Classifier (XGBoost).vtt

64 kB

5 - Advanced Models for Classification and Supervised Learning/7 -wine.csv

13 kB

5 - Advanced Models for Classification and Supervised Learning/7 -XGBoost_Classifier.py

45 kB