Udemy - Data Science Methods and Algorithms [2025] (11.2024)

File Name

Size

1 - Introduction to Data Science Methods and Algorithms/1 -Introduction.mp4

279 MB

1 - Introduction to Data Science Methods and Algorithms/1 -Introduction.vtt

30 kB

1 - Introduction to Data Science Methods and Algorithms/2 -Setup of the Anaconda Cloud Notebook.mp4

108 MB

1 - Introduction to Data Science Methods and Algorithms/2 -Setup of the Anaconda Cloud Notebook.vtt

12 kB

1 - Introduction to Data Science Methods and Algorithms/3 -Download and installation of the Anaconda Distribution (optional).mp4

159 MB

1 - Introduction to Data Science Methods and Algorithms/3 -Download and installation of the Anaconda Distribution (optional).vtt

19 kB

1 - Introduction to Data Science Methods and Algorithms/4 -The Conda Package Management System (optional).mp4

268 MB

1 - Introduction to Data Science Methods and Algorithms/4 -The Conda Package Management System (optional).vtt

26 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/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/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/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/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

100 MB

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

11 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

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 -DataFrames.py

1.5 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/16 -Pandas_Ops_Tech_Join_DF.py

1.2 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/17 -Pandas_Ops_Tech_Merge_dataset.py

1.7 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/18 -Pandas_T_pivot_Dataset.py

1.0 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 -geyser.csv

5.0 kB

3 - Master Pandas for Data Handling/23 -geyser.xlsx

11 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 -Indicator_Features.py

647 B

3 - Master Pandas for Data Handling/24 -insurance_data.csv

60 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

100 MB

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

13 kB

4 - Master Regression, Prediction & Supervised Learning/1 -Regression, Prediction, and Supervised Learning. Section Overview (I).mp4

122 MB

4 - Master Regression, Prediction & Supervised Learning/1 -Regression, Prediction, and Supervised Learning. Section Overview (I).vtt

11 kB

4 - Master Regression, Prediction & Supervised Learning/10 -insurance.csv

60 kB

4 - Master Regression, Prediction & Supervised Learning/10 -Regression Regularization, Lasso and Ridge models (X).mp4

520 MB

4 - Master Regression, Prediction & Supervised Learning/10 -Regression Regularization, Lasso and Ridge models (X).vtt

51 kB

4 - Master Regression, Prediction & Supervised Learning/10 -Regularization_Ridge_Lasso_Regression.py

8.8 kB

4 - Master Regression, Prediction & Supervised Learning/11 -Decision Tree Regression models (XI).mp4

476 MB

4 - Master Regression, Prediction & Supervised Learning/11 -Decision Tree Regression models (XI).vtt

47 kB

4 - Master Regression, Prediction & Supervised Learning/11 -DecisionTree_regression.py

5.8 kB

4 - Master Regression, Prediction & Supervised Learning/11 -insurance.csv

60 kB

4 - Master Regression, Prediction & Supervised Learning/12 -insurance.csv

60 kB

4 - Master Regression, Prediction & Supervised Learning/12 -Random Forest Regression (XII).mp4

410 MB

4 - Master Regression, Prediction & Supervised Learning/12 -Random Forest Regression (XII).vtt

65 kB

4 - Master Regression, Prediction & Supervised Learning/12 -Random_Forest_regression.py

15 kB

4 - Master Regression, Prediction & Supervised Learning/13 -insurance.csv

60 kB

4 - Master Regression, Prediction & Supervised Learning/13 -Voting Regression (XIII).mp4

245 MB

4 - Master Regression, Prediction & Supervised Learning/13 -Voting Regression (XIII).vtt

43 kB

4 - Master Regression, Prediction & Supervised Learning/13 -Voting_Regression_Ensemble.py

8.1 kB

4 - Master Regression, Prediction & Supervised Learning/2 -The Traditional Simple Regression Model (II).mp4

174 MB

4 - Master Regression, Prediction & Supervised Learning/2 -The Traditional Simple Regression Model (II).vtt

22 kB

4 - Master Regression, Prediction & Supervised Learning/3 -Regression_III.py

557 B

4 - Master Regression, Prediction & Supervised Learning/3 -The Traditional Simple Regression Model (III).mp4

318 MB

4 - Master Regression, Prediction & Supervised Learning/3 -The Traditional Simple Regression Model (III).vtt

30 kB

4 - Master Regression, Prediction & Supervised Learning/4 -Some practical and useful modelling concepts (IV).mp4

115 MB

4 - Master Regression, Prediction & Supervised Learning/4 -Some practical and useful modelling concepts (IV).vtt

14 kB

4 - Master Regression, Prediction & Supervised Learning/5 -Some practical and useful modelling concepts (V).mp4

120 MB

4 - Master Regression, Prediction & Supervised Learning/5 -Some practical and useful modelling concepts (V).vtt

14 kB

4 - Master Regression, Prediction & Supervised Learning/6 -DiaB.csv

95 kB

4 - Master Regression, Prediction & Supervised Learning/6 -Linear Multiple Regression model (VI).mp4

338 MB

4 - Master Regression, Prediction & Supervised Learning/6 -Linear Multiple Regression model (VI).vtt

40 kB

4 - Master Regression, Prediction & Supervised Learning/6 -Multiple_Linear_Regression.py

2.2 kB

4 - Master Regression, Prediction & Supervised Learning/7 -DiaB.csv

95 kB

4 - Master Regression, Prediction & Supervised Learning/7 -Linear Multiple Regression model (VII).mp4

233 MB

4 - Master Regression, Prediction & Supervised Learning/7 -Linear Multiple Regression model (VII).vtt

21 kB

4 - Master Regression, Prediction & Supervised Learning/7 -Linear_Multiple_Regression_Forward_Selection.py

2.3 kB

4 - Master Regression, Prediction & Supervised Learning/8 -Multivariate Polynomial Multiple Regression models (VIII).mp4

100 MB

4 - Master Regression, Prediction & Supervised Learning/8 -Multivariate Polynomial Multiple Regression models (VIII).vtt

10 kB

4 - Master Regression, Prediction & Supervised Learning/9 -DiaB.csv

95 kB

4 - Master Regression, Prediction & Supervised Learning/9 -Mult_poly_regr.py

5.6 kB

4 - Master Regression, Prediction & Supervised Learning/9 -Multivariate Polynomial Multiple Regression models (VIIII).mp4

409 MB

4 - Master Regression, Prediction & Supervised Learning/9 -Multivariate Polynomial Multiple Regression models (VIIII).vtt

42 kB

5 - Master Classification & Supervised Learning/1 -Classification and Supervised Learning, overview.mp4

118 MB

5 - Master Classification & Supervised Learning/1 -Classification and Supervised Learning, overview.vtt

18 kB

5 - Master Classification & Supervised Learning/2 -iris.csv

3.3 kB

5 - Master Classification & Supervised Learning/2 -Logistic Regression Classifier.mp4

380 MB

5 - Master Classification & Supervised Learning/2 -Logistic Regression Classifier.vtt

39 kB

5 - Master Classification & Supervised Learning/2 -Logistic_Regression_Classifier.py

4.4 kB

5 - Master Classification & Supervised Learning/3 -iris.csv

3.3 kB

5 - Master Classification & Supervised Learning/3 -Naive_Bayes_Gaussian.py

5.6 kB

5 - Master Classification & Supervised Learning/3 -The Naive Bayes Classifier.mp4

328 MB

5 - Master Classification & Supervised Learning/3 -The Naive Bayes Classifier.vtt

37 kB

5 - Master Classification & Supervised Learning/4 -K-Nearest Neighbor Classifier (KNN) [Extra Video].mp4

323 MB

5 - Master Classification & Supervised Learning/4 -K-Nearest Neighbor Classifier (KNN) [Extra Video].vtt

32 kB

5 - Master Classification & Supervised Learning/4 -KNN_classifier.py

5.7 kB

5 - Master Classification & Supervised Learning/4 -penguins.csv

16 kB

5 - Master Classification & Supervised Learning/5 -Decision_Tree_Classification.py

9.5 kB

5 - Master Classification & Supervised Learning/5 -insurance.csv

60 kB

5 - Master Classification & Supervised Learning/5 -The Decision Tree Classifier.mp4

549 MB

5 - Master Classification & Supervised Learning/5 -The Decision Tree Classifier.vtt

58 kB

5 - Master Classification & Supervised Learning/6 -iris.csv

3.3 kB

5 - Master Classification & Supervised Learning/6 -Random_Forest_Classifier.py

6.6 kB

5 - Master Classification & Supervised Learning/6 -The Random Forest Classifier.mp4

332 MB

5 - Master Classification & Supervised Learning/6 -The Random Forest Classifier.vtt

34 kB

5 - Master Classification & Supervised Learning/7 -Linear Discriminant Analysis (LDA) [Extra Video].mp4

366 MB

5 - Master Classification & Supervised Learning/7 -Linear Discriminant Analysis (LDA) [Extra Video].vtt

35 kB

5 - Master Classification & Supervised Learning/7 -Linear_Discriminant_Analysis.py

9.2 kB

5 - Master Classification & Supervised Learning/7 -wine.csv

13 kB

5 - Master Classification & Supervised Learning/8 -iris.csv

3.3 kB

5 - Master Classification & Supervised Learning/8 -The Voting Classifier.mp4

266 MB

5 - Master Classification & Supervised Learning/8 -The Voting Classifier.vtt

36 kB

5 - Master Classification & Supervised Learning/8 -Voting Classifier.py

15 kB

6 - Master Cluster Analysis and Unsupervised Learning/1 -Overview.mp4

259 MB

6 - Master Cluster Analysis and Unsupervised Learning/1 -Overview.vtt

23 kB

6 - Master Cluster Analysis and Unsupervised Learning/2 -iris.csv

3.3 kB

6 - Master Cluster Analysis and Unsupervised Learning/2 -K-Means Cluster Analysis.mp4

281 MB

6 - Master Cluster Analysis and Unsupervised Learning/2 -K-Means Cluster Analysis.vtt

31 kB

6 - Master Cluster Analysis and Unsupervised Learning/2 -KMeans_Cluster_analysis.py

6.0 kB

6 - Master Cluster Analysis and Unsupervised Learning/3 -AU_KMeans_Cluster_Analysis_Simulation.py

18 kB

6 - Master Cluster Analysis and Unsupervised Learning/3 -Auto-updated K-Means Cluster Analysis, introduction and simulation.mp4

507 MB

6 - Master Cluster Analysis and Unsupervised Learning/3 -Auto-updated K-Means Cluster Analysis, introduction and simulation.vtt

53 kB

6 - Master Cluster Analysis and Unsupervised Learning/3 -penguins.csv

16 kB

6 - Master Cluster Analysis and Unsupervised Learning/4 -DBscan.py

8.1 kB

6 - Master Cluster Analysis and Unsupervised Learning/4 -Density-Based Spatial Clustering of Applications with Noise (DBSCAN).mp4

334 MB

6 - Master Cluster Analysis and Unsupervised Learning/4 -Density-Based Spatial Clustering of Applications with Noise (DBSCAN).vtt

35 kB

6 - Master Cluster Analysis and Unsupervised Learning/5 -agglo_clustering.py

5.3 kB

6 - Master Cluster Analysis and Unsupervised Learning/5 -Four Hierarchical Clustering algorithms.mp4

211 MB

6 - Master Cluster Analysis and Unsupervised Learning/5 -Four Hierarchical Clustering algorithms.vtt

21 kB

6 - Master Cluster Analysis and Unsupervised Learning/6 -iris.csv

3.3 kB

6 - Master Cluster Analysis and Unsupervised Learning/6 -Principal Component Analysis (PCA).mp4

389 MB

6 - Master Cluster Analysis and Unsupervised Learning/6 -Principal Component Analysis (PCA).vtt

47 kB