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Udemy - Data Science and Machine Learning Fundamentals [2025] (5.2025)
大小 22.73 GB
文件数 286
Info Hash: C5C5F6B912637E2CD0FF4FC390B38454AB874989
收录时间 2026-01-15 06:51:42
更新时间 2026-01-15 06:51:42
文件列表 (286)
1 - Introduction/1 -Course introduction.mp4
294.25 MB
1 - Introduction/1 -Course introduction.vtt
29.91 KB
1 - Introduction/2 -Setup of the Anaconda Cloud Notebook.mp4
129.22 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
132.99 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
338.07 MB
1 - Introduction/4 -The Conda Package Management System (optional).vtt
30.92 KB
2 - Master Python for data handling/1 -Overview.mp4
335.72 MB
2 - Master Python for data handling/1 -Overview.vtt
39.52 KB
2 - Master Python for data handling/10 -Python Dictionary.mp4
246.42 MB
2 - Master Python for data handling/10 -Python Dictionary.vtt
26.2 KB
2 - Master Python for data handling/10 -python_dictionary.py
4.15 KB
2 - Master Python for data handling/11 -Python List.mp4
232.88 MB
2 - Master Python for data handling/11 -Python List.vtt
30.29 KB
2 - Master Python for data handling/11 -Pyton_list.py
3.73 KB
2 - Master Python for data handling/12 -Data Transformers and Functions Overview.mp4
37.84 MB
2 - Master Python for data handling/12 -Data Transformers and Functions Overview.vtt
5.07 KB
2 - Master Python for data handling/13 -Python While Loop.mp4
241.87 MB
2 - Master Python for data handling/13 -Python While Loop.vtt
29.19 KB
2 - Master Python for data handling/13 -python_while_loop.py
3.72 KB
2 - Master Python for data handling/14 -Python For Loop.mp4
266.02 MB
2 - Master Python for data handling/14 -Python For Loop.vtt
35.8 KB
2 - Master Python for data handling/14 -python_for_loop.py
4.88 KB
2 - Master Python for data handling/15 -Python Logic Operators.mp4
220.59 MB
2 - Master Python for data handling/15 -Python Logic Operators.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.mp4
31.49 MB
2 - Master Python for data handling/16 -Python Functions I.vtt
4.29 KB
2 - Master Python for data handling/17 -Python Functions II.mp4
235.08 MB
2 - Master Python for data handling/17 -Python Functions II.vtt
24.37 KB
2 - Master Python for data handling/18 -Python Object Oriented Programming I Theory.mp4
159.37 MB
2 - Master Python for data handling/18 -Python Object Oriented Programming I Theory.vtt
12.38 KB
2 - Master Python for data handling/19 -Python Object Oriented Programming II OOP.mp4
338.69 MB
2 - Master Python for data handling/19 -Python Object Oriented Programming II OOP.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
146.75 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
265.9 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
405.9 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
128.01 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
186.6 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
469.63 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 -Python Data Storage Overview.mp4
32.05 MB
2 - Master Python for data handling/7 -Python Data Storage Overview.vtt
4.71 KB
2 - Master Python for data handling/8 -Python Set.mp4
168.02 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
140.83 MB
2 - Master Python for data handling/9 -Python Tuple.vtt
20.3 KB
2 - Master Python for data handling/9 -python_tuple.py
2.8 KB
3 - Master Pandas for Data Handling/1 -Master Pandas for Data Handling Overview.mp4
124.73 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
106.42 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
100.58 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
101.52 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
125.22 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 -DataFrames.py
1.5 KB
3 - Master Pandas for Data Handling/15 -Pandas Operations & Techniques Concatenate DataFrames.mp4
171.57 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
114.86 MB
3 - Master Pandas for Data Handling/16 -Pandas Operations & Techniques Joining DataFrames.vtt
14.23 KB
3 - Master Pandas for Data Handling/16 -Pandas_Ops_Tech_Join_DF.py
1.23 KB
3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.mp4
211.74 MB
3 - Master Pandas for Data Handling/17 -Pandas Operations & Techniques Merging DataFrames.vtt
21.76 KB
3 - Master Pandas for Data Handling/17 -Pandas_Ops_Tech_Merge_dataset.py
1.71 KB
3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.mp4
205.58 MB
3 - Master Pandas for Data Handling/18 -Pandas Operations & Techniques Transpose & Pivot Functions.vtt
23.41 KB
3 - Master Pandas for Data Handling/18 -Pandas_T_pivot_Dataset.py
1.04 KB
3 - Master Pandas for Data Handling/19 -Pandas Data Preparation I Overview & workflow.mp4
51.26 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
111.83 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
98.15 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
145.52 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
311.9 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/22 -Pandas_missing_vals_imputation.py
4.39 KB
3 - Master Pandas for Data Handling/23 -geyser.csv
4.99 KB
3 - Master Pandas for Data Handling/23 -geyser.xlsx
10.71 KB
3 - Master Pandas for Data Handling/23 -Pandas Data Preparation V Data Binnings [Extra Video].mp4
273.77 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 -Indicator_Features.py
647 B
3 - Master Pandas for Data Handling/24 -insurance_data.csv
59.83 KB
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/24 -Pandas Data Preparation VI Indicator Features [Extra Video].vtt
22.46 KB
3 - Master Pandas for Data Handling/25 -Pandas Data Description Overview.mp4
30.99 MB
3 - Master Pandas for Data Handling/25 -Pandas Data Description Overview.vtt
2.79 KB
3 - Master Pandas for Data Handling/26 -Pandas Data Description II Sorting and Ranking.mp4
126.08 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
159.32 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
170.95 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 Overview.mp4
38.48 MB
3 - Master Pandas for Data Handling/29 -Pandas Data Visualization Overview.vtt
3.66 KB
3 - Master Pandas for Data Handling/3 -Creating a DataFrame from scratch.mp4
150.61 MB
3 - Master Pandas for Data Handling/3 -Creating a DataFrame from scratch.vtt
15.58 KB
3 - Master Pandas for Data Handling/30 -Pandas Data Visualization II Histograms.mp4
202.63 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
132.64 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
218.21 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
218.87 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
264.18 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
22.23 MB
3 - Master Pandas for Data Handling/4 -Pandas File Handling Overview.vtt
3.08 KB
3 - Master Pandas for Data Handling/5 -Carsales.csv
124 B
3 - Master Pandas for Data Handling/5 -Carsales.py
478 B
3 - Master Pandas for Data Handling/5 -Pandas File Handling The .csv file format.mp4
113.82 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 -Carsales.py
478 B
3 - Master Pandas for Data Handling/6 -Carsales.xlsx
4.99 KB
3 - Master Pandas for Data Handling/6 -Pandas File Handling The .xlsx file format.mp4
139.8 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 -Carsales.py
478 B
3 - Master Pandas for Data Handling/7 -Pandas File Handling SQL-database files.mp4
91.77 MB
3 - Master Pandas for Data Handling/7 -Pandas File Handling SQL-database files.vtt
10.86 KB
3 - Master Pandas for Data Handling/8 -Pandas Operations & Techniques Overview.mp4
32.29 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
100.53 MB
3 - Master Pandas for Data Handling/9 -Pandas Operations & Techniques Object Inspection.vtt
13.2 KB
4 - Master Regression and Prediction with Machine Learning models/1 -Regression, Prediction, and Supervised Learning. Section Overview (I).mp4
121.82 MB
4 - Master Regression and Prediction with Machine Learning models/1 -Regression, Prediction, and Supervised Learning. Section Overview (I).vtt
11.34 KB
4 - Master Regression and Prediction with Machine Learning models/10 -insurance.csv
54.32 KB
4 - Master Regression and Prediction with Machine Learning models/10 -Regression Regularization, Lasso and Ridge models (X).mp4
520.42 MB
4 - Master Regression and Prediction with Machine Learning models/10 -Regression Regularization, Lasso and Ridge models (X).vtt
51.35 KB
4 - Master Regression and Prediction with Machine Learning models/10 -Regularization_Ridge_Lasso_Regression.py
8.85 KB
4 - Master Regression and Prediction with Machine Learning models/11 -Decision Tree Regression models (XI).mp4
476.04 MB
4 - Master Regression and Prediction with Machine Learning models/11 -Decision Tree Regression models (XI).vtt
47.01 KB
4 - Master Regression and Prediction with Machine Learning models/11 -DecisionTree_regression.py
5.81 KB
4 - Master Regression and Prediction with Machine Learning models/11 -insurance.csv
59.83 KB
4 - Master Regression and Prediction with Machine Learning models/12 -insurance.csv
59.83 KB
4 - Master Regression and Prediction with Machine Learning models/12 -Random Forest Regression (XII).mp4
410.54 MB
4 - Master Regression and Prediction with Machine Learning models/12 -Random Forest Regression (XII).vtt
64.89 KB
4 - Master Regression and Prediction with Machine Learning models/12 -Random_Forest_regression.py
14.77 KB
4 - Master Regression and Prediction with Machine Learning models/13 -insurance.csv
59.83 KB
4 - Master Regression and Prediction with Machine Learning models/13 -Voting Regression (XIII).mp4
244.92 MB
4 - Master Regression and Prediction with Machine Learning models/13 -Voting Regression (XIII).vtt
43.1 KB
4 - Master Regression and Prediction with Machine Learning models/13 -Voting_Regression_Ensemble.py
8.13 KB
4 - Master Regression and Prediction with Machine Learning models/2 -The Traditional Simple Regression Model (II).mp4
173.57 MB
4 - Master Regression and Prediction with Machine Learning models/2 -The Traditional Simple Regression Model (II).vtt
21.54 KB
4 - Master Regression and Prediction with Machine Learning models/3 -Regression_III.py
557 B
4 - Master Regression and Prediction with Machine Learning models/3 -The Traditional Simple Regression Model (III).mp4
317.53 MB
4 - Master Regression and Prediction with Machine Learning models/3 -The Traditional Simple Regression Model (III).vtt
29.8 KB
4 - Master Regression and Prediction with Machine Learning models/4 -Some practical and useful modelling concepts (IV).mp4
114.57 MB
4 - Master Regression and Prediction with Machine Learning models/4 -Some practical and useful modelling concepts (IV).vtt
13.8 KB
4 - Master Regression and Prediction with Machine Learning models/5 -Some practical and useful modelling concepts (V).mp4
120.24 MB
4 - Master Regression and Prediction with Machine Learning models/5 -Some practical and useful modelling concepts (V).vtt
13.67 KB
4 - Master Regression and Prediction with Machine Learning models/6 -DiaB.csv
94.96 KB
4 - Master Regression and Prediction with Machine Learning models/6 -Linear Multiple Regression model (VI).mp4
338.24 MB
4 - Master Regression and Prediction with Machine Learning models/6 -Linear Multiple Regression model (VI).vtt
39.65 KB
4 - Master Regression and Prediction with Machine Learning models/6 -Multiple_Linear_Regression.py
2.21 KB
4 - Master Regression and Prediction with Machine Learning models/7 -DiaB.csv
94.96 KB
4 - Master Regression and Prediction with Machine Learning models/7 -Linear Multiple Regression model (VII).mp4
233.03 MB
4 - Master Regression and Prediction with Machine Learning models/7 -Linear Multiple Regression model (VII).vtt
20.91 KB
4 - Master Regression and Prediction with Machine Learning models/8 -Linear_Multiple_Regression_Forward_Selection.py
2.34 KB
4 - Master Regression and Prediction with Machine Learning models/8 -Multivariate Polynomial Multiple Regression models (VIII).mp4
99.59 MB
4 - Master Regression and Prediction with Machine Learning models/8 -Multivariate Polynomial Multiple Regression models (VIII).vtt
10.03 KB
4 - Master Regression and Prediction with Machine Learning models/9 -DiaB.csv
94.96 KB
4 - Master Regression and Prediction with Machine Learning models/9 -Mult_poly_regr.py
5.62 KB
4 - Master Regression and Prediction with Machine Learning models/9 -Multivariate Polynomial Multiple Regression models (VIIII).mp4
408.81 MB
4 - Master Regression and Prediction with Machine Learning models/9 -Multivariate Polynomial Multiple Regression models (VIIII).vtt
41.71 KB
5 - Master Classification with Machine Learning models/1 -Classification and Supervised Learning, overview.mp4
118.31 MB
5 - Master Classification with Machine Learning models/1 -Classification and Supervised Learning, overview.vtt
18.07 KB
5 - Master Classification with Machine Learning models/2 -iris.csv
3.34 KB
5 - Master Classification with Machine Learning models/2 -Logistic Regression Classifier.mp4
379.8 MB
5 - Master Classification with Machine Learning models/2 -Logistic Regression Classifier.vtt
38.8 KB
5 - Master Classification with Machine Learning models/2 -Logistic_Regression_Classifier.py
4.37 KB
5 - Master Classification with Machine Learning models/3 -iris.csv
3.34 KB
5 - Master Classification with Machine Learning models/3 -Naive_Bayes_Gaussian.py
5.63 KB
5 - Master Classification with Machine Learning models/3 -The Naive Bayes Classifier.mp4
328.25 MB
5 - Master Classification with Machine Learning models/3 -The Naive Bayes Classifier.vtt
36.91 KB
5 - Master Classification with Machine Learning models/4 -K-Nearest Neighbor Classifier (KNN) [Extra Video].mp4
323.34 MB
5 - Master Classification with Machine Learning models/4 -K-Nearest Neighbor Classifier (KNN) [Extra Video].vtt
31.93 KB
5 - Master Classification with Machine Learning models/4 -KNN_classifier.py
5.72 KB
5 - Master Classification with Machine Learning models/4 -penguins.csv
16.23 KB
5 - Master Classification with Machine Learning models/5 -Decision_Tree_Classification.py
9.47 KB
5 - Master Classification with Machine Learning models/5 -insurance.csv
59.83 KB
5 - Master Classification with Machine Learning models/5 -The Decision Tree Classifier.mp4
549.1 MB
5 - Master Classification with Machine Learning models/5 -The Decision Tree Classifier.vtt
57.57 KB
5 - Master Classification with Machine Learning models/6 -iris.csv
3.34 KB
5 - Master Classification with Machine Learning models/6 -Random_Forest_Classifier.py
6.64 KB
5 - Master Classification with Machine Learning models/6 -The Random Forest Classifier.mp4
331.49 MB
5 - Master Classification with Machine Learning models/6 -The Random Forest Classifier.vtt
34.01 KB
5 - Master Classification with Machine Learning models/7 -Linear Discriminant Analysis (LDA) [Extra Video].mp4
365.94 MB
5 - Master Classification with Machine Learning models/7 -Linear Discriminant Analysis (LDA) [Extra Video].vtt
34.89 KB
5 - Master Classification with Machine Learning models/7 -Linear_Discriminant_Analysis.py
9.24 KB
5 - Master Classification with Machine Learning models/7 -wine.csv
12.74 KB
5 - Master Classification with Machine Learning models/8 -iris.csv
3.34 KB
5 - Master Classification with Machine Learning models/8 -The Voting Classifier.mp4
266.5 MB
5 - Master Classification with Machine Learning models/8 -The Voting Classifier.vtt
35.79 KB
5 - Master Classification with Machine Learning models/8 -Voting Classifier.py
15.38 KB
6 - Master Cluster Analysis and Unsupervised Learning/1 -Overview.mp4
259.19 MB
6 - Master Cluster Analysis and Unsupervised Learning/1 -Overview.vtt
23.2 KB
6 - Master Cluster Analysis and Unsupervised Learning/2 -iris.csv
3.34 KB
6 - Master Cluster Analysis and Unsupervised Learning/2 -K-Means Cluster Analysis.mp4
281.23 MB
6 - Master Cluster Analysis and Unsupervised Learning/2 -K-Means Cluster Analysis.vtt
31.36 KB
6 - Master Cluster Analysis and Unsupervised Learning/2 -KMeans_Cluster_analysis.py
6.01 KB
6 - Master Cluster Analysis and Unsupervised Learning/3 -AU_KMeans_Cluster_Analysis_Simulation.py
18.29 KB
6 - Master Cluster Analysis and Unsupervised Learning/3 -Auto-updated K-Means Cluster Analysis, introduction and simulation.mp4
507.3 MB
6 - Master Cluster Analysis and Unsupervised Learning/3 -Auto-updated K-Means Cluster Analysis, introduction and simulation.vtt
53.06 KB
6 - Master Cluster Analysis and Unsupervised Learning/3 -penguins.csv
16.23 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
334.47 MB
6 - Master Cluster Analysis and Unsupervised Learning/4 -Density-Based Spatial Clustering of Applications with Noise (DBSCAN).vtt
34.82 KB
6 - Master Cluster Analysis and Unsupervised Learning/5 -agglo_clustering.py
5.31 KB
6 - Master Cluster Analysis and Unsupervised Learning/5 -Four Hierarchical Clustering algorithms.mp4
210.72 MB
6 - Master Cluster Analysis and Unsupervised Learning/5 -Four Hierarchical Clustering algorithms.vtt
20.75 KB
6 - Master Cluster Analysis and Unsupervised Learning/6 -Diabetes.csv
94.96 KB
6 - Master Cluster Analysis and Unsupervised Learning/6 -iris.csv
3.34 KB
6 - Master Cluster Analysis and Unsupervised Learning/6 -Principal Component Analysis (PCA).mp4
389.27 MB
6 - Master Cluster Analysis and Unsupervised Learning/6 -Principal Component Analysis (PCA).vtt
47.1 KB
6 - Master Cluster Analysis and Unsupervised Learning/6 -Principal_Component_Analysis.py
9.01 KB
7 - Advanced Machine Learning models and tasks/1 -Overview.mp4
15.4 MB
7 - Advanced Machine Learning models and tasks/1 -Overview.vtt
1.58 KB
7 - Advanced Machine Learning models and tasks/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.mp4
232.48 MB
7 - Advanced Machine Learning models and tasks/2 -Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron.vtt
18.81 KB
7 - Advanced Machine Learning models and tasks/3 -Feedforward Multi-Layer Perceptrons for Classification tasks.mp4
157.2 MB
7 - Advanced Machine Learning models and tasks/3 -Feedforward Multi-Layer Perceptrons for Classification tasks.vtt
17.48 KB
7 - Advanced Machine Learning models and tasks/3 -iris.csv
3.34 KB
7 - Advanced Machine Learning models and tasks/3 -MLP_Classifier.py
3.13 KB
7 - Advanced Machine Learning models and tasks/4 -Feedforward Multi-Layer Perceptrons for Prediction tasks.mp4
232.13 MB
7 - Advanced Machine Learning models and tasks/4 -Feedforward Multi-Layer Perceptrons for Prediction tasks.vtt
24.79 KB
7 - Advanced Machine Learning models and tasks/4 -insurance.csv
59.83 KB
7 - Advanced Machine Learning models and tasks/4 -MLP_Prediction.py
7.75 KB
8 - Text Mining and NLP/1 -Text Mining and NLP introduction and overview.mp4
92.66 MB
8 - Text Mining and NLP/1 -Text Mining and NLP introduction and overview.vtt
10.19 KB
8 - Text Mining and NLP/10 -Text_data_analysis.csv
5.13 MB
8 - Text Mining and NLP/10 -The TF-IDF Data Structure and some models.mp4
237.74 MB
8 - Text Mining and NLP/10 -The TF-IDF Data Structure and some models.vtt
23.05 KB
8 - Text Mining and NLP/11 -The N-grams Data Structure.mp4
283.82 MB
8 - Text Mining and NLP/11 -The N-grams Data Structure.vtt
26.84 KB
8 - Text Mining and NLP/12 -Attention-based models and Generative Pre-trained Transformer models.mp4
321.97 MB
8 - Text Mining and NLP/12 -Attention-based models and Generative Pre-trained Transformer models.vtt
29.84 KB
8 - Text Mining and NLP/13 -Emotion Mining and Sentiment Analysis.mp4
1.02 GB
8 - Text Mining and NLP/13 -Emotion Mining and Sentiment Analysis.vtt
64.97 KB
8 - Text Mining and NLP/13 -Emotion_Mining.py
11.89 KB
8 - Text Mining and NLP/13 -tweet-data_UTF8.csv
203.31 MB
8 - Text Mining and NLP/2 -Text Mining Setup.mp4
114.26 MB
8 - Text Mining and NLP/2 -Text Mining Setup.vtt
11.28 KB
8 - Text Mining and NLP/2 -Text_mining_Environment.txt
1.85 KB
8 - Text Mining and NLP/3 -Text Mining Tasks.mp4
146.81 MB
8 - Text Mining and NLP/3 -Text Mining Tasks.vtt
12.21 KB
8 - Text Mining and NLP/4 -Text Mining Process.mp4
69.48 MB
8 - Text Mining and NLP/4 -Text Mining Process.vtt
5.53 KB
8 - Text Mining and NLP/5 -Text Indexing Process.mp4
180.31 MB
8 - Text Mining and NLP/5 -Text Indexing Process.vtt
13.91 KB
8 - Text Mining and NLP/6 -Text_Mining_Tokenization.py
3.97 KB
8 - Text Mining and NLP/6 -The Tokenization Process.mp4
444.11 MB
8 - Text Mining and NLP/6 -The Tokenization Process.vtt
29.63 KB
8 - Text Mining and NLP/7 -Spelling correction and stop words.mp4
408.57 MB
8 - Text Mining and NLP/7 -Spelling correction and stop words.vtt
27.49 KB
8 - Text Mining and NLP/7 -Text_data.csv
5.83 MB
8 - Text Mining and NLP/8 -Lemmatization and Stemming.mp4
319.63 MB
8 - Text Mining and NLP/8 -Lemmatization and Stemming.vtt
20.52 KB
8 - Text Mining and NLP/8 -Text_data.csv
5.83 MB
8 - Text Mining and NLP/9 -Text_data_analysis.csv
5.13 MB
8 - Text Mining and NLP/9 -The Bag of Words Data Structure and some models.mp4
264.49 MB
8 - Text Mining and NLP/9 -The Bag of Words Data Structure and some models.vtt
25.08 KB
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