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[FreeCourseSite.com] Udemy - The Complete Machine Learning Course From Zero to Expert!
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2023-4-8 07:43
2024-11-15 09:58
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9.28 GB
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磁力链接
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迅雷链接
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Udemy
-
The
Complete
Machine
Learning
Course
From
Zero
to
Expert!
文件列表
1 - Code Environment Setup/1 - Google Colab for Programming in Python.mp4
9.57MB
10 - Linear Regression/33 - Introduction to the Dataset.mp4
99.69MB
10 - Linear Regression/34 - Preprocessing.mp4
159.52MB
10 - Linear Regression/35 - Linear Regression.mp4
222.67MB
10 - Linear Regression/36 - Metrics.mp4
96.92MB
10 - Linear Regression/37 - Cross Validation.mp4
155.57MB
11 - Ridge Regression/38 - Ridge Regression and Cross Validation.mp4
325.18MB
12 - Lasso Regression/39 - Lasso Regression and Cross Validation.mp4
128.32MB
13 - Regression Understand the Models/40 - Analysis.mp4
121.07MB
13 - Regression Understand the Models/41 - Data Scaling.mp4
244.64MB
13 - Regression Understand the Models/42 - OneHot Encoding.mp4
176.7MB
13 - Regression Understand the Models/43 - Regularization.mp4
170.66MB
13 - Regression Understand the Models/44 - Final Results.mp4
81.61MB
14 - Classification/45 - Introduction to the Dataset.mp4
103.25MB
14 - Classification/46 - Partition of the Dataset Train and Test.mp4
68.57MB
14 - Classification/47 - Preprocessing.mp4
163.23MB
14 - Classification/48 - Principal Component Analysis.mp4
80.31MB
14 - Classification/49 - Linear Discriminant Analysis.mp4
225.84MB
14 - Classification/50 - Naive Bayes Classifier.mp4
128.87MB
14 - Classification/51 - Quadratic Classifier.mp4
76.51MB
14 - Classification/52 - Logistic Regression.mp4
209.07MB
15 - Support Vector Machines for Regression/53 - Introduction to Support Vector Machines.mp4
7.48MB
15 - Support Vector Machines for Regression/54 - Introduction to the Dataset.mp4
93.82MB
15 - Support Vector Machines for Regression/55 - Partition of the Dataset Target Variable.mp4
37.01MB
15 - Support Vector Machines for Regression/56 - Partition of the Dataset Time Series Windows.mp4
120.39MB
15 - Support Vector Machines for Regression/57 - Support Vector Machine Linear Kernel.mp4
194.45MB
15 - Support Vector Machines for Regression/58 - Support Vector Machines Polynomial Kernels.mp4
74.62MB
15 - Support Vector Machines for Regression/59 - Support Vector Machine Radial Basis Function RBF Kernel.mp4
123.44MB
16 - Support Vector Machines for Classification/60 - Introduction to Support Vector Machines.mp4
6.39MB
16 - Support Vector Machines for Classification/61 - Introduction to the Dataset.mp4
41.48MB
16 - Support Vector Machines for Classification/62 - Partition of the Dataset.mp4
92.29MB
16 - Support Vector Machines for Classification/63 - Transformation to Data Matrix.mp4
147.57MB
16 - Support Vector Machines for Classification/64 - Dimensionality Reduction.mp4
120.66MB
16 - Support Vector Machines for Classification/65 - Support Vector Machine Linear Kernel.mp4
175.11MB
16 - Support Vector Machines for Classification/66 - Support Vector Machines Polynomial Kernels.mp4
136.09MB
16 - Support Vector Machines for Classification/67 - Support Vector Machine Radial Basis Function RBF Kernel.mp4
76.09MB
17 - Neural Networks/68 - Introduction to Neural Networks.mp4
22.08MB
18 - Neural Networks for Regression/69 - Dataset Information.mp4
4.72MB
18 - Neural Networks for Regression/70 - Introduction to the Dataset.mp4
93.79MB
18 - Neural Networks for Regression/71 - Partition of the Dataset Target Variable.mp4
37.01MB
18 - Neural Networks for Regression/72 - Partition of the Dataset Time Series Windows.mp4
120.36MB
18 - Neural Networks for Regression/73 - Multilayer Perceptron Neural Network.mp4
307.7MB
19 - Neural Networks for Classification/74 - Introduction to the Dataset.mp4
124.27MB
19 - Neural Networks for Classification/75 - Partition of the Dataset.mp4
65MB
19 - Neural Networks for Classification/76 - Neural Network Preprocessing.mp4
83.44MB
19 - Neural Networks for Classification/77 - Neural Network Training.mp4
181.21MB
19 - Neural Networks for Classification/78 - Neural Network Performance Evaluation.mp4
113.15MB
2 - Introduction Preprocessing and Analysis/2 - Initial Study of the Dataset.mp4
118.12MB
2 - Introduction Preprocessing and Analysis/3 - Basic Visualization.mp4
104.73MB
3 - Visualization Principal Component Analysis/4 - Introduction to PCA.mp4
19.88MB
3 - Visualization Principal Component Analysis/5 - Introduction to the Dataset.mp4
166.37MB
3 - Visualization Principal Component Analysis/6 - Initial Visualization.mp4
217.23MB
3 - Visualization Principal Component Analysis/7 - Using PCA.mp4
461.42MB
4 - Visualization Locally Linear Embedding LLE/10 - Introduction to the Dataset.mp4
84.88MB
4 - Visualization Locally Linear Embedding LLE/11 - Using LLE.mp4
200.12MB
4 - Visualization Locally Linear Embedding LLE/12 - LLE with 3 Dimensions.mp4
201.92MB
4 - Visualization Locally Linear Embedding LLE/8 - Introduction to LLE.mp4
19.62MB
4 - Visualization Locally Linear Embedding LLE/9 - Locally Linear Embedding Algorithm.mp4
19.18MB
5 - Visualization tStochastic Neighbor Embedding tSNE/13 - Introduction to tSNE.mp4
35.39MB
5 - Visualization tStochastic Neighbor Embedding tSNE/14 - Dataset.mp4
2.96MB
5 - Visualization tStochastic Neighbor Embedding tSNE/15 - Introduction to the Dataset.mp4
84.9MB
5 - Visualization tStochastic Neighbor Embedding tSNE/16 - tSNE on Raw Data.mp4
256.74MB
5 - Visualization tStochastic Neighbor Embedding tSNE/17 - tSNE on Scaled Data.mp4
145.38MB
5 - Visualization tStochastic Neighbor Embedding tSNE/18 - tSNE on Standardized Data.mp4
146.61MB
6 - Visualization Multidimensional Scaling MDS/19 - Introduction to MDS.mp4
21.18MB
6 - Visualization Multidimensional Scaling MDS/20 - Using MDS with 2 Dimensions.mp4
150.04MB
6 - Visualization Multidimensional Scaling MDS/21 - Using MDS with 3 Dimensions.mp4
143.7MB
7 - Visualization ISOMAP/22 - Introduccion to ISOMAP.mp4
17.47MB
7 - Visualization ISOMAP/23 - ISOMAP with 2 Dimensions.mp4
214.03MB
7 - Visualization ISOMAP/24 - ISOMAP with 3 Dimensions.mp4
247.73MB
8 - Visualization Fisher Discriminant Analysis/25 - Introduction to Fisher Discriminant Analysis.mp4
12.68MB
8 - Visualization Fisher Discriminant Analysis/26 - Dataset Information.mp4
2.96MB
8 - Visualization Fisher Discriminant Analysis/27 - Introduction to the Dataset.mp4
84.91MB
8 - Visualization Fisher Discriminant Analysis/28 - Fisher Discriminant Analysis with 2 Dimensions.mp4
209.6MB
8 - Visualization Fisher Discriminant Analysis/29 - Fisher Discriminant Analysis with 3 Dimensions.mp4
188.03MB
9 - Visualization Final Project Images/30 - Images.mp4
1.98MB
9 - Visualization Final Project Images/31 - Introduction to Image Dataset.mp4
91.34MB
9 - Visualization Final Project Images/32 - Fisher Discriminant Analysis.mp4
182.76MB
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