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Udemy - Advanced Data Science Methods and Algorithms (1.2025)
大小 13.76 GB
文件数 182
Info Hash: A6C67553A4BF23148974335F5DEE6D4108FBE1B7
收录时间 2025-12-31 18:12:50
更新时间 2025-12-31 18:57:52
文件列表 (182)
1 - Introduction/1 -Introduction.mp4
276.63 MB
1 - Introduction/1 -Introduction.vtt
29.56 KB
1 - Introduction/2 -Setup of the Anaconda Cloud Notebook.mp4
129.25 MB
1 - Introduction/2 -Setup of the Anaconda Cloud Notebook.vtt
12.93 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
16.72 KB
1 - Introduction/4 -The Conda Package Management System (optional).mp4
338 MB
1 - Introduction/4 -The Conda Package Management System (optional).vtt
30.92 KB
2 - Master Python for Data Handling/1 -Overview of Python for Data Handling.mp4
256.32 MB
2 - Master Python for Data Handling/1 -Overview of Python for Data Handling.vtt
34.63 KB
2 - Master Python for Data Handling/10 -Python Dictionary.mp4
222.54 MB
2 - Master Python for Data Handling/10 -Python Dictionary.vtt
22.34 KB
2 - Master Python for Data Handling/10 -python_dictionary.py
2.43 KB
2 - Master Python for Data Handling/11 -list.py
3.15 KB
2 - Master Python for Data Handling/11 -Python List.mp4
252.49 MB
2 - Master Python for Data Handling/11 -Python List.vtt
20.72 KB
2 - Master Python for Data Handling/12 -Overview of Python Data Transformers and Functions.mp4
22.88 MB
2 - Master Python for Data Handling/12 -Overview of Python Data Transformers and Functions.vtt
3.65 KB
2 - Master Python for Data Handling/13 -Python While-loop.mp4
131.12 MB
2 - Master Python for Data Handling/13 -Python While-loop.vtt
16.42 KB
2 - Master Python for Data Handling/13 -python_while_loop.py
2.02 KB
2 - Master Python for Data Handling/14 -Python For-loop.mp4
118.39 MB
2 - Master Python for Data Handling/14 -Python For-loop.vtt
9.77 KB
2 - Master Python for Data Handling/14 -python_for_loop.py
1.87 KB
2 - Master Python for Data Handling/15 -Python Logic Operators and conditional code branching.mp4
220.56 MB
2 - Master Python for Data Handling/15 -Python Logic Operators and conditional code branching.vtt
20.68 KB
2 - Master Python for Data Handling/15 -python_some_logic_operators.py
1.66 KB
2 - Master Python for Data Handling/16 -Python Functions I Some theory.mp4
31.53 MB
2 - Master Python for Data Handling/16 -Python Functions I Some theory.vtt
4.29 KB
2 - Master Python for Data Handling/17 -Python Functions II create your own functions.mp4
235.06 MB
2 - Master Python for Data Handling/17 -Python Functions II create your own functions.vtt
24.37 KB
2 - Master Python for Data Handling/18 -Python Object Oriented Programming I Some theory.mp4
159.33 MB
2 - Master Python for Data Handling/18 -Python Object Oriented Programming I Some theory.vtt
12.38 KB
2 - Master Python for Data Handling/19 -Python Object Oriented Programming II create your own custom objects.mp4
338.64 MB
2 - Master Python for Data Handling/19 -Python Object Oriented Programming II create your own custom objects.vtt
14.64 KB
2 - Master Python for Data Handling/19 -Python_OOP_II.py
4.49 KB
2 - Master Python for Data Handling/2 -Python Integers.mp4
146.78 MB
2 - Master Python for Data Handling/2 -Python Integers.vtt
18.16 KB
2 - Master Python for Data Handling/2 -Python_Integer.py
1.49 KB
2 - Master Python for Data Handling/20 -Python Object Oriented Programming III Files and Tables.mp4
265.82 MB
2 - Master Python for Data Handling/20 -Python Object Oriented Programming III Files and Tables.vtt
15.51 KB
2 - Master Python for Data Handling/20 -Python_OOP3.py
6.41 KB
2 - Master Python for Data Handling/21 -Python Object Oriented Programming IV Recap and More.mp4
405.83 MB
2 - Master Python for Data Handling/21 -Python Object Oriented Programming IV Recap and More.vtt
44.59 KB
2 - Master Python for Data Handling/21 -Python_OOP4_Recap.py
6.39 KB
2 - Master Python for Data Handling/21 -Text_file.txt
233 B
2 - Master Python for Data Handling/3 -Python Floats.mp4
265.72 MB
2 - Master Python for Data Handling/3 -Python Floats.vtt
28.24 KB
2 - Master Python for Data Handling/3 -Python_Float.py
4.21 KB
2 - Master Python for Data Handling/4 -Python Strings.mp4
128.07 MB
2 - Master Python for Data Handling/4 -Python Strings.vtt
16.42 KB
2 - Master Python for Data Handling/4 -Python_Strings.py
1.79 KB
2 - Master Python for Data Handling/5 -Python String Methods.mp4
186.58 MB
2 - Master Python for Data Handling/5 -Python String Methods.vtt
25.59 KB
2 - Master Python for Data Handling/5 -Python_String_Methods.py
1.95 KB
2 - Master Python for Data Handling/6 -Python Strings and DateTime Objects.mp4
469.55 MB
2 - Master Python for Data Handling/6 -Python Strings and DateTime Objects.vtt
39.15 KB
2 - Master Python for Data Handling/6 -Python_DateTime.py
7.85 KB
2 - Master Python for Data Handling/7 -Overview of Python Native Data Storage Structures.mp4
21.17 MB
2 - Master Python for Data Handling/7 -Overview of Python Native Data Storage Structures.vtt
3.16 KB
2 - Master Python for Data Handling/8 -Python Set.mp4
168.07 MB
2 - Master Python for Data Handling/8 -Python Set.vtt
19.58 KB
2 - Master Python for Data Handling/8 -Python_Set.py
1.97 KB
2 - Master Python for Data Handling/9 -Python Tuple.mp4
159.13 MB
2 - Master Python for Data Handling/9 -Python Tuple.vtt
16.59 KB
2 - Master Python for Data Handling/9 -python_tuple.py
2.24 KB
3 - Master Pandas for Data Handling/1 -Master Pandas for Data Handling Overview.mp4
124.72 MB
3 - Master Pandas for Data Handling/1 -Master Pandas for Data Handling Overview.vtt
13.58 KB
3 - Master Pandas for Data Handling/10 -Pandas Operations & Techniques DataFrame Inspection.mp4
106.43 MB
3 - Master Pandas for Data Handling/10 -Pandas Operations & Techniques DataFrame Inspection.vtt
11.45 KB
3 - Master Pandas for Data Handling/11 -Pandas Operations & Techniques Column Selections.mp4
100.57 MB
3 - Master Pandas for Data Handling/11 -Pandas Operations & Techniques Column Selections.vtt
14.46 KB
3 - Master Pandas for Data Handling/12 -Pandas Operations & Techniques Row Selections.mp4
101.5 MB
3 - Master Pandas for Data Handling/12 -Pandas Operations & Techniques Row Selections.vtt
12.32 KB
3 - Master Pandas for Data Handling/13 -Pandas Operations & Techniques Conditional Selections.mp4
125.26 MB
3 - Master Pandas for Data Handling/13 -Pandas Operations & Techniques Conditional Selections.vtt
13.25 KB
3 - Master Pandas for Data Handling/14 -Pandas Operations & Techniques Scalers and Standardization.mp4
128.5 MB
3 - Master Pandas for Data Handling/14 -Pandas Operations & Techniques Scalers and Standardization.vtt
12.81 KB
3 - Master Pandas for Data Handling/15 -Pandas Operations & Techniques Concatenate DataFrames.mp4
171.58 MB
3 - Master Pandas for Data Handling/15 -Pandas Operations & Techniques Concatenate DataFrames.vtt
19.81 KB
3 - Master Pandas for Data Handling/16 -Pandas Operations & Techniques Joining DataFrames.mp4
114.85 MB
3 - Master Pandas for Data Handling/16 -Pandas Operations & Techniques Joining DataFrames.vtt
14.23 KB
3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.mp4
211.71 MB
3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.vtt
21.76 KB
3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.mp4
205.52 MB
3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.vtt
23.41 KB
3 - Master Pandas for Data Handling/19 -Pandas Data Preparation I Overview & workflow.mp4
51.24 MB
3 - Master Pandas for Data Handling/19 -Pandas Data Preparation I Overview & workflow.vtt
6.09 KB
3 - Master Pandas for Data Handling/2 -Pandas theory and terminology.mp4
111.79 MB
3 - Master Pandas for Data Handling/2 -Pandas theory and terminology.vtt
12.18 KB
3 - Master Pandas for Data Handling/20 -Pandas Data Preparation II Edit DataFrame labels.mp4
98.14 MB
3 - Master Pandas for Data Handling/20 -Pandas Data Preparation II Edit DataFrame labels.vtt
10.87 KB
3 - Master Pandas for Data Handling/21 -Pandas Data Preparation III Duplicates.mp4
145.57 MB
3 - Master Pandas for Data Handling/21 -Pandas Data Preparation III Duplicates.vtt
14.98 KB
3 - Master Pandas for Data Handling/22 -Pandas Data Preparation IV Missing Data & Imputation.mp4
311.94 MB
3 - Master Pandas for Data Handling/22 -Pandas Data Preparation IV Missing Data & Imputation.vtt
34.8 KB
3 - Master Pandas for Data Handling/23 -Pandas Data Preparation V Data Binnings [Extra Video].mp4
273.74 MB
3 - Master Pandas for Data Handling/23 -Pandas Data Preparation V Data Binnings [Extra Video].vtt
31.86 KB
3 - Master Pandas for Data Handling/24 -Pandas Data Preparation VI Indicator Features [Extra Video].mp4
208.23 MB
3 - Master Pandas for Data Handling/24 -Pandas Data Preparation VI Indicator Features [Extra Video].vtt
22.46 KB
3 - Master Pandas for Data Handling/25 -Pandas Data Description I Overview.mp4
29.4 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
126.12 MB
3 - Master Pandas for Data Handling/26 -Pandas Data Description II Sorting and Ranking.vtt
16.22 KB
3 - Master Pandas for Data Handling/27 -Pandas Data Description III Descriptive Statistics.mp4
159.3 MB
3 - Master Pandas for Data Handling/27 -Pandas Data Description III Descriptive Statistics.vtt
17.33 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
19.12 KB
3 - Master Pandas for Data Handling/29 -Pandas Data Visualization I Overview.mp4
37.26 MB
3 - Master Pandas for Data Handling/29 -Pandas Data Visualization I Overview.vtt
3.82 KB
3 - Master Pandas for Data Handling/3 -Creating a Pandas DataFrame from scratch.mp4
150.62 MB
3 - Master Pandas for Data Handling/3 -Creating a Pandas DataFrame from scratch.vtt
15.58 KB
3 - Master Pandas for Data Handling/30 -Pandas Data Visualization II Histograms.mp4
202.62 MB
3 - Master Pandas for Data Handling/30 -Pandas Data Visualization II Histograms.vtt
26.57 KB
3 - Master Pandas for Data Handling/31 -Pandas Data Visualization III Boxplots.mp4
132.63 MB
3 - Master Pandas for Data Handling/31 -Pandas Data Visualization III Boxplots.vtt
19.15 KB
3 - Master Pandas for Data Handling/32 -Pandas Data Visualization IV Scatterplots.mp4
218.23 MB
3 - Master Pandas for Data Handling/32 -Pandas Data Visualization IV Scatterplots.vtt
21.39 KB
3 - Master Pandas for Data Handling/33 -Pandas Data Visualization V Pie Charts.mp4
218.85 MB
3 - Master Pandas for Data Handling/33 -Pandas Data Visualization V Pie Charts.vtt
24.15 KB
3 - Master Pandas for Data Handling/34 -Pandas Data Visualization VI Line plots.mp4
264.17 MB
3 - Master Pandas for Data Handling/34 -Pandas Data Visualization VI Line plots.vtt
25.19 KB
3 - Master Pandas for Data Handling/4 -Pandas File Handling Overview.mp4
22.24 MB
3 - Master Pandas for Data Handling/4 -Pandas File Handling Overview.vtt
3.08 KB
3 - Master Pandas for Data Handling/5 -Pandas File Handling The .csv file format.mp4
113.83 MB
3 - Master Pandas for Data Handling/5 -Pandas File Handling The .csv file format.vtt
11.76 KB
3 - Master Pandas for Data Handling/6 -Pandas File Handling The .xlsx file format.mp4
139.76 MB
3 - Master Pandas for Data Handling/6 -Pandas File Handling The .xlsx file format.vtt
15.8 KB
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/7 -Pandas File Handling SQL-database files and Pandas DataFrame.vtt
10.86 KB
3 - Master Pandas for Data Handling/8 -Pandas Operations & Techniques Overview.mp4
32.25 MB
3 - Master Pandas for Data Handling/8 -Pandas Operations & Techniques Overview.vtt
3.52 KB
3 - Master Pandas for Data Handling/9 -Pandas Operations & Techniques Object Inspection.mp4
100.56 MB
3 - Master Pandas for Data Handling/9 -Pandas Operations & Techniques Object Inspection.vtt
13.2 KB
4 - Advanced Models for Regression and Supervised Learning/1 -Overview.mp4
25.41 MB
4 - Advanced Models for Regression and Supervised Learning/1 -Overview.vtt
3.26 KB
4 - Advanced Models for Regression and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.mp4
232.64 MB
4 - Advanced Models for Regression and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.vtt
21.61 KB
4 - Advanced Models for Regression and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Prediction.mp4
232.07 MB
4 - Advanced Models for Regression and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Prediction.vtt
27.31 KB
4 - Advanced Models for Regression and Supervised Learning/3 -insurance.csv
59.83 KB
4 - Advanced Models for Regression and Supervised Learning/3 -MLP_Prediction.py
7.75 KB
4 - Advanced Models for Regression and Supervised Learning/4 -Decision Tree Regression model.mp4
475.99 MB
4 - Advanced Models for Regression and Supervised Learning/4 -Decision Tree Regression model.vtt
47.01 KB
4 - Advanced Models for Regression and Supervised Learning/4 -DecisionTree_regression.py
5.81 KB
4 - Advanced Models for Regression and Supervised Learning/4 -insurance.csv
59.83 KB
4 - Advanced Models for Regression and Supervised Learning/5 -insurance.csv
59.83 KB
4 - Advanced Models for Regression and Supervised Learning/5 -Random Forest Regression.mp4
410.47 MB
4 - Advanced Models for Regression and Supervised Learning/5 -Random Forest Regression.vtt
64.89 KB
4 - Advanced Models for Regression and Supervised Learning/5 -Random_Forest_regression.py
14.77 KB
4 - Advanced Models for Regression and Supervised Learning/6 -insurance.csv
59.83 KB
4 - Advanced Models for Regression and Supervised Learning/6 -Voting Regression.mp4
244.85 MB
4 - Advanced Models for Regression and Supervised Learning/6 -Voting Regression.vtt
43.1 KB
4 - Advanced Models for Regression and Supervised Learning/6 -Voting_Regression_Ensemble.py
8.13 KB
4 - Advanced Models for Regression and Supervised Learning/7 -eXtreme Gradient Boosting Regression (XGBoost).mp4
443.93 MB
4 - Advanced Models for Regression and Supervised Learning/7 -eXtreme Gradient Boosting Regression (XGBoost).vtt
50.29 KB
4 - Advanced Models for Regression and Supervised Learning/7 -insurance.csv
59.83 KB
4 - Advanced Models for Regression and Supervised Learning/7 -XGBoost_Regression.py
15.68 KB
5 - Advanced Models for Classification and Supervised Learning/1 -Overview.mp4
27.72 MB
5 - Advanced Models for Classification and Supervised Learning/1 -Overview.vtt
3.37 KB
5 - Advanced Models for Classification and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.mp4
216.85 MB
5 - Advanced Models for Classification and Supervised Learning/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.vtt
20.47 KB
5 - Advanced Models for Classification and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Classification.mp4
171.75 MB
5 - Advanced Models for Classification and Supervised Learning/3 -Feedforward Multi-Layer Perceptrons for Classification.vtt
19.55 KB
5 - Advanced Models for Classification and Supervised Learning/3 -iris.csv
3.34 KB
5 - Advanced Models for Classification and Supervised Learning/3 -MLP_Classifier.py
3.13 KB
5 - Advanced Models for Classification and Supervised Learning/4 -Decision Tree Classifier.mp4
548.6 MB
5 - Advanced Models for Classification and Supervised Learning/4 -Decision Tree Classifier.vtt
57.57 KB
5 - Advanced Models for Classification and Supervised Learning/4 -Decision_Tree_Classifier.py
9.47 KB
5 - Advanced Models for Classification and Supervised Learning/4 -insurance.csv
59.83 KB
5 - Advanced Models for Classification and Supervised Learning/5 -iris.csv
3.34 KB
5 - Advanced Models for Classification and Supervised Learning/5 -Random Forest Classifier.mp4
331.48 MB
5 - Advanced Models for Classification and Supervised Learning/5 -Random Forest Classifier.vtt
34.01 KB
5 - Advanced Models for Classification and Supervised Learning/5 -Random_Forest_Classifier.py
6.64 KB
5 - Advanced Models for Classification and Supervised Learning/6 -iris.csv
3.34 KB
5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.mp4
266.48 MB
5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.py
15.38 KB
5 - Advanced Models for Classification and Supervised Learning/6 -Voting Classifier.vtt
35.79 KB
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/7 -eXtreme Gradient Boosting Classifier (XGBoost).vtt
63.77 KB
5 - Advanced Models for Classification and Supervised Learning/7 -wine.csv
12.74 KB
5 - Advanced Models for Classification and Supervised Learning/7 -XGBoost_Classifier.py
45.07 KB
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