Udemy - Advanced Data Science Methods and Algorithms (1.2025)

Creation Time	Aug. 30, 2025, 3:40 a.m.
Last Access Time	March 10, 2026, 6:12 p.m.
File Size	13.8 GB
Keywords	and Methods Science - Udemy 1 2025 Algorithms Data Advanced
Total Requests	162
Total Files	182
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5 - Advanced Models for Classification and Supervised Learning/7 -eXtreme Gradient Boosting Classifier (XGBoost).mp4 575.6 MB
5 - Advanced Models for Classification and Supervised Learning/4 -Decision Tree Classifier.mp4 548.6 MB
4 - Advanced Models for Regression and Supervised Learning/4 -Decision Tree Regression model.mp4 476.0 MB
2 - Master Python for Data Handling/6 -Python Strings and DateTime Objects.mp4 469.6 MB
4 - Advanced Models for Regression and Supervised Learning/7 -eXtreme Gradient Boosting Regression (XGBoost).mp4 443.9 MB
4 - Advanced Models for Regression and Supervised Learning/5 -Random Forest Regression.mp4 410.5 MB
2 - Master Python for Data Handling/21 -Python Object Oriented Programming IV Recap and More.mp4 405.8 MB
2 - Master Python for Data Handling/19 -Python Object Oriented Programming II create your own custom objects.mp4 338.6 MB
1 - Introduction/4 -The Conda Package Management System (optional).mp4 338.0 MB
5 - Advanced Models for Classification and Supervised Learning/5 -Random Forest Classifier.mp4 331.5 MB
3 - Master Pandas for Data Handling/22 -Pandas Data Preparation IV Missing Data & Imputation.mp4 311.9 MB
1 - Introduction/1 -Introduction.mp4 276.6 MB
3 - Master Pandas for Data Handling/23 -Pandas Data Preparation V Data Binnings [Extra Video].mp4 273.7 MB
5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.mp4 266.5 MB
2 - Master Python for Data Handling/20 -Python Object Oriented Programming III Files and Tables.mp4 265.8 MB
2 - Master Python for Data Handling/3 -Python Floats.mp4 265.7 MB
3 - Master Pandas for Data Handling/34 -Pandas Data Visualization VI Line plots.mp4 264.2 MB
2 - Master Python for Data Handling/1 -Overview of Python for Data Handling.mp4 256.3 MB
2 - Master Python for Data Handling/11 -Python List.mp4 252.5 MB
4 - Advanced Models for Regression and Supervised Learning/6 -Voting Regression.mp4 244.8 MB
2 - Master Python for Data Handling/17 -Python Functions II create your own functions.mp4 235.1 MB
4 - Advanced Models for Regression and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.mp4 232.6 MB
4 - Advanced Models for Regression and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Prediction.mp4 232.1 MB
2 - Master Python for Data Handling/10 -Python Dictionary.mp4 222.5 MB
2 - Master Python for Data Handling/15 -Python Logic Operators and conditional code branching.mp4 220.6 MB
3 - Master Pandas for Data Handling/33 -Pandas Data Visualization V Pie Charts.mp4 218.9 MB
3 - Master Pandas for Data Handling/32 -Pandas Data Visualization IV Scatterplots.mp4 218.2 MB
5 - Advanced Models for Classification and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.mp4 216.9 MB
3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.mp4 211.7 MB
3 - Master Pandas for Data Handling/24 -Pandas Data Preparation VI Indicator Features [Extra Video].mp4 208.2 MB
3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.mp4 205.5 MB
3 - Master Pandas for Data Handling/30 -Pandas Data Visualization II Histograms.mp4 202.6 MB
2 - Master Python for Data Handling/5 -Python String Methods.mp4 186.6 MB
5 - Advanced Models for Classification and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Classification.mp4 171.8 MB
3 - Master Pandas for Data Handling/15 -Pandas Operations & Techniques Concatenate DataFrames.mp4 171.6 MB
3 - Master Pandas for Data Handling/28 -Pandas Data Description IV Crosstabulations & Groupings.mp4 171.0 MB
2 - Master Python for Data Handling/8 -Python Set.mp4 168.1 MB
2 - Master Python for Data Handling/18 -Python Object Oriented Programming I Some theory.mp4 159.3 MB
3 - Master Pandas for Data Handling/27 -Pandas Data Description III Descriptive Statistics.mp4 159.3 MB
2 - Master Python for Data Handling/9 -Python Tuple.mp4 159.1 MB
3 - Master Pandas for Data Handling/3 -Creating a Pandas DataFrame from scratch.mp4 150.6 MB
2 - Master Python for Data Handling/2 -Python Integers.mp4 146.8 MB
3 - Master Pandas for Data Handling/21 -Pandas Data Preparation III Duplicates.mp4 145.6 MB
3 - Master Pandas for Data Handling/6 -Pandas File Handling The .xlsx file format.mp4 139.8 MB
1 - Introduction/3 -Download and installation of the Anaconda Distribution (optional).mp4 133.0 MB
3 - Master Pandas for Data Handling/31 -Pandas Data Visualization III Boxplots.mp4 132.6 MB
2 - Master Python for Data Handling/13 -Python While-loop.mp4 131.1 MB
1 - Introduction/2 -Setup of the Anaconda Cloud Notebook.mp4 129.2 MB
3 - Master Pandas for Data Handling/14 -Pandas Operations & Techniques Scalers and Standardization.mp4 128.5 MB
2 - Master Python for Data Handling/4 -Python Strings.mp4 128.1 MB
3 - Master Pandas for Data Handling/26 -Pandas Data Description II Sorting and Ranking.mp4 126.1 MB
3 - Master Pandas for Data Handling/13 -Pandas Operations & Techniques Conditional Selections.mp4 125.3 MB
3 - Master Pandas for Data Handling/1 -Master Pandas for Data Handling Overview.mp4 124.7 MB
2 - Master Python for Data Handling/14 -Python For-loop.mp4 118.4 MB
3 - Master Pandas for Data Handling/16 -Pandas Operations & Techniques Joining DataFrames.mp4 114.8 MB
3 - Master Pandas for Data Handling/5 -Pandas File Handling The .csv file format.mp4 113.8 MB
3 - Master Pandas for Data Handling/2 -Pandas theory and terminology.mp4 111.8 MB
3 - Master Pandas for Data Handling/10 -Pandas Operations & Techniques DataFrame Inspection.mp4 106.4 MB
3 - Master Pandas for Data Handling/12 -Pandas Operations & Techniques Row Selections.mp4 101.5 MB
3 - Master Pandas for Data Handling/11 -Pandas Operations & Techniques Column Selections.mp4 100.6 MB
3 - Master Pandas for Data Handling/9 -Pandas Operations & Techniques Object Inspection.mp4 100.6 MB
3 - Master Pandas for Data Handling/20 -Pandas Data Preparation II Edit DataFrame labels.mp4 98.1 MB
3 - Master Pandas for Data Handling/7 -Pandas File Handling SQL-database files and Pandas DataFrame.mp4 91.8 MB
3 - Master Pandas for Data Handling/19 -Pandas Data Preparation I Overview & workflow.mp4 51.2 MB
3 - Master Pandas for Data Handling/29 -Pandas Data Visualization I Overview.mp4 37.3 MB
3 - Master Pandas for Data Handling/8 -Pandas Operations & Techniques Overview.mp4 32.2 MB
2 - Master Python for Data Handling/16 -Python Functions I Some theory.mp4 31.5 MB
3 - Master Pandas for Data Handling/25 -Pandas Data Description I Overview.mp4 29.4 MB
5 - Advanced Models for Classification and Supervised Learning/1 -Overview.mp4 27.7 MB
4 - Advanced Models for Regression and Supervised Learning/1 -Overview.mp4 25.4 MB
2 - Master Python for Data Handling/12 -Overview of Python Data Transformers and Functions.mp4 22.9 MB
3 - Master Pandas for Data Handling/4 -Pandas File Handling Overview.mp4 22.2 MB
2 - Master Python for Data Handling/7 -Overview of Python Native Data Storage Structures.mp4 21.2 MB
4 - Advanced Models for Regression and Supervised Learning/5 -Random Forest Regression.vtt 64.9 KB
5 - Advanced Models for Classification and Supervised Learning/7 -eXtreme Gradient Boosting Classifier (XGBoost).vtt 63.8 KB
4 - Advanced Models for Regression and Supervised Learning/3 -insurance.csv 59.8 KB
4 - Advanced Models for Regression and Supervised Learning/4 -insurance.csv 59.8 KB
4 - Advanced Models for Regression and Supervised Learning/5 -insurance.csv 59.8 KB
4 - Advanced Models for Regression and Supervised Learning/6 -insurance.csv 59.8 KB
4 - Advanced Models for Regression and Supervised Learning/7 -insurance.csv 59.8 KB
5 - Advanced Models for Classification and Supervised Learning/4 -insurance.csv 59.8 KB
5 - Advanced Models for Classification and Supervised Learning/4 -Decision Tree Classifier.vtt 57.6 KB
4 - Advanced Models for Regression and Supervised Learning/7 -eXtreme Gradient Boosting Regression (XGBoost).vtt 50.3 KB
4 - Advanced Models for Regression and Supervised Learning/4 -Decision Tree Regression model.vtt 47.0 KB
5 - Advanced Models for Classification and Supervised Learning/7 -XGBoost_Classifier.py 45.1 KB
2 - Master Python for Data Handling/21 -Python Object Oriented Programming IV Recap and More.vtt 44.6 KB
4 - Advanced Models for Regression and Supervised Learning/6 -Voting Regression.vtt 43.1 KB
2 - Master Python for Data Handling/6 -Python Strings and DateTime Objects.vtt 39.1 KB
5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.vtt 35.8 KB
3 - Master Pandas for Data Handling/22 -Pandas Data Preparation IV Missing Data & Imputation.vtt 34.8 KB
2 - Master Python for Data Handling/1 -Overview of Python for Data Handling.vtt 34.6 KB
5 - Advanced Models for Classification and Supervised Learning/5 -Random Forest Classifier.vtt 34.0 KB
3 - Master Pandas for Data Handling/23 -Pandas Data Preparation V Data Binnings [Extra Video].vtt 31.9 KB
1 - Introduction/4 -The Conda Package Management System (optional).vtt 30.9 KB
1 - Introduction/1 -Introduction.vtt 29.6 KB
2 - Master Python for Data Handling/3 -Python Floats.vtt 28.2 KB
4 - Advanced Models for Regression and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Prediction.vtt 27.3 KB
3 - Master Pandas for Data Handling/30 -Pandas Data Visualization II Histograms.vtt 26.6 KB
2 - Master Python for Data Handling/5 -Python String Methods.vtt 25.6 KB
3 - Master Pandas for Data Handling/34 -Pandas Data Visualization VI Line plots.vtt 25.2 KB
2 - Master Python for Data Handling/17 -Python Functions II create your own functions.vtt 24.4 KB
3 - Master Pandas for Data Handling/33 -Pandas Data Visualization V Pie Charts.vtt 24.1 KB
3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.vtt 23.4 KB
3 - Master Pandas for Data Handling/24 -Pandas Data Preparation VI Indicator Features [Extra Video].vtt 22.5 KB
2 - Master Python for Data Handling/10 -Python Dictionary.vtt 22.3 KB
3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.vtt 21.8 KB
4 - Advanced Models for Regression and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.vtt 21.6 KB
3 - Master Pandas for Data Handling/32 -Pandas Data Visualization IV Scatterplots.vtt 21.4 KB
2 - Master Python for Data Handling/11 -Python List.vtt 20.7 KB
2 - Master Python for Data Handling/15 -Python Logic Operators and conditional code branching.vtt 20.7 KB
5 - Advanced Models for Classification and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.vtt 20.5 KB
3 - Master Pandas for Data Handling/15 -Pandas Operations & Techniques Concatenate DataFrames.vtt 19.8 KB
2 - Master Python for Data Handling/8 -Python Set.vtt 19.6 KB
5 - Advanced Models for Classification and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Classification.vtt 19.5 KB
3 - Master Pandas for Data Handling/31 -Pandas Data Visualization III Boxplots.vtt 19.2 KB
3 - Master Pandas for Data Handling/28 -Pandas Data Description IV Crosstabulations & Groupings.vtt 19.1 KB
2 - Master Python for Data Handling/2 -Python Integers.vtt 18.2 KB
3 - Master Pandas for Data Handling/27 -Pandas Data Description III Descriptive Statistics.vtt 17.3 KB
1 - Introduction/3 -Download and installation of the Anaconda Distribution (optional).vtt 16.7 KB
2 - Master Python for Data Handling/9 -Python Tuple.vtt 16.6 KB
2 - Master Python for Data Handling/13 -Python While-loop.vtt 16.4 KB
2 - Master Python for Data Handling/4 -Python Strings.vtt 16.4 KB
3 - Master Pandas for Data Handling/26 -Pandas Data Description II Sorting and Ranking.vtt 16.2 KB
3 - Master Pandas for Data Handling/6 -Pandas File Handling The .xlsx file format.vtt 15.8 KB
4 - Advanced Models for Regression and Supervised Learning/7 -XGBoost_Regression.py 15.7 KB
3 - Master Pandas for Data Handling/3 -Creating a Pandas DataFrame from scratch.vtt 15.6 KB
2 - Master Python for Data Handling/20 -Python Object Oriented Programming III Files and Tables.vtt 15.5 KB
5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.py 15.4 KB
3 - Master Pandas for Data Handling/21 -Pandas Data Preparation III Duplicates.vtt 15.0 KB
4 - Advanced Models for Regression and Supervised Learning/5 -Random_Forest_regression.py 14.8 KB
2 - Master Python for Data Handling/19 -Python Object Oriented Programming II create your own custom objects.vtt 14.6 KB
3 - Master Pandas for Data Handling/11 -Pandas Operations & Techniques Column Selections.vtt 14.5 KB
3 - Master Pandas for Data Handling/16 -Pandas Operations & Techniques Joining DataFrames.vtt 14.2 KB
3 - Master Pandas for Data Handling/1 -Master Pandas for Data Handling Overview.vtt 13.6 KB
3 - Master Pandas for Data Handling/13 -Pandas Operations & Techniques Conditional Selections.vtt 13.3 KB
3 - Master Pandas for Data Handling/9 -Pandas Operations & Techniques Object Inspection.vtt 13.2 KB
1 - Introduction/2 -Setup of the Anaconda Cloud Notebook.vtt 12.9 KB
3 - Master Pandas for Data Handling/14 -Pandas Operations & Techniques Scalers and Standardization.vtt 12.8 KB
5 - Advanced Models for Classification and Supervised Learning/7 -wine.csv 12.7 KB
2 - Master Python for Data Handling/18 -Python Object Oriented Programming I Some theory.vtt 12.4 KB
3 - Master Pandas for Data Handling/12 -Pandas Operations & Techniques Row Selections.vtt 12.3 KB
3 - Master Pandas for Data Handling/2 -Pandas theory and terminology.vtt 12.2 KB
3 - Master Pandas for Data Handling/5 -Pandas File Handling The .csv file format.vtt 11.8 KB
3 - Master Pandas for Data Handling/10 -Pandas Operations & Techniques DataFrame Inspection.vtt 11.4 KB
3 - Master Pandas for Data Handling/20 -Pandas Data Preparation II Edit DataFrame labels.vtt 10.9 KB
3 - Master Pandas for Data Handling/7 -Pandas File Handling SQL-database files and Pandas DataFrame.vtt 10.9 KB
2 - Master Python for Data Handling/14 -Python For-loop.vtt 9.8 KB
5 - Advanced Models for Classification and Supervised Learning/4 -Decision_Tree_Classifier.py 9.5 KB
4 - Advanced Models for Regression and Supervised Learning/6 -Voting_Regression_Ensemble.py 8.1 KB
2 - Master Python for Data Handling/6 -Python_DateTime.py 7.9 KB
4 - Advanced Models for Regression and Supervised Learning/3 -MLP_Prediction.py 7.7 KB
5 - Advanced Models for Classification and Supervised Learning/5 -Random_Forest_Classifier.py 6.6 KB
2 - Master Python for Data Handling/20 -Python_OOP3.py 6.4 KB
2 - Master Python for Data Handling/21 -Python_OOP4_Recap.py 6.4 KB
3 - Master Pandas for Data Handling/19 -Pandas Data Preparation I Overview & workflow.vtt 6.1 KB
4 - Advanced Models for Regression and Supervised Learning/4 -DecisionTree_regression.py 5.8 KB
2 - Master Python for Data Handling/19 -Python_OOP_II.py 4.5 KB
2 - Master Python for Data Handling/16 -Python Functions I Some theory.vtt 4.3 KB
2 - Master Python for Data Handling/3 -Python_Float.py 4.2 KB
3 - Master Pandas for Data Handling/29 -Pandas Data Visualization I Overview.vtt 3.8 KB
2 - Master Python for Data Handling/12 -Overview of Python Data Transformers and Functions.vtt 3.6 KB
3 - Master Pandas for Data Handling/8 -Pandas Operations & Techniques Overview.vtt 3.5 KB
5 - Advanced Models for Classification and Supervised Learning/1 -Overview.vtt 3.4 KB
5 - Advanced Models for Classification and Supervised Learning/3 -iris.csv 3.3 KB
5 - Advanced Models for Classification and Supervised Learning/5 -iris.csv 3.3 KB
5 - Advanced Models for Classification and Supervised Learning/6 -iris.csv 3.3 KB
4 - Advanced Models for Regression and Supervised Learning/1 -Overview.vtt 3.3 KB
2 - Master Python for Data Handling/7 -Overview of Python Native Data Storage Structures.vtt 3.2 KB
2 - Master Python for Data Handling/11 -list.py 3.1 KB
5 - Advanced Models for Classification and Supervised Learning/3 -MLP_Classifier.py 3.1 KB
3 - Master Pandas for Data Handling/25 -Pandas Data Description I Overview.vtt 3.1 KB
3 - Master Pandas for Data Handling/4 -Pandas File Handling Overview.vtt 3.1 KB
2 - Master Python for Data Handling/10 -python_dictionary.py 2.4 KB
2 - Master Python for Data Handling/9 -python_tuple.py 2.2 KB
2 - Master Python for Data Handling/13 -python_while_loop.py 2.0 KB
2 - Master Python for Data Handling/8 -Python_Set.py 2.0 KB
2 - Master Python for Data Handling/5 -Python_String_Methods.py 2.0 KB
2 - Master Python for Data Handling/14 -python_for_loop.py 1.9 KB
2 - Master Python for Data Handling/4 -Python_Strings.py 1.8 KB
2 - Master Python for Data Handling/15 -python_some_logic_operators.py 1.7 KB
2 - Master Python for Data Handling/2 -Python_Integer.py 1.5 KB
2 - Master Python for Data Handling/21 -Text_file.txt 233 bytes

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