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[GigaCourse.Com] Udemy - The Supervised Machine Learning Course
magnet:?xt=urn:btih:9bcf6405144e3f831cdcd3da0708cdc0ff24471b&dn=[GigaCourse.Com] Udemy - The Supervised Machine Learning Course
磁力链接详情
Hash值:
9bcf6405144e3f831cdcd3da0708cdc0ff24471b
点击数:
47
文件大小:
2.68 GB
文件数量:
75
创建日期:
2023-9-9 00:37
最后访问:
2024-5-27 06:46
访问标签:
GigaCourse
Com
Udemy
-
The
Supervised
Machine
Learning
Course
文件列表详情
1 - Introduction/1 - Introduction.mp4 69.89 MB
2 - Setting up the Environment/2 - Installing Anaconda.mp4 29.53 MB
2 - Setting up the Environment/3 - Jupyter Dashboard Part 1.mp4 10.25 MB
2 - Setting up the Environment/4 - Jupyter Dashboard Part 2.mp4 20.99 MB
2 - Setting up the Environment/5 - Installing the relevant packages.mp4 22.78 MB
3 - Naïve Bayes/10 - The HamorSpam Example.mp4 66.89 MB
3 - Naïve Bayes/12 - The YouTube Dataset Creating the Data Frame.mp4 33.75 MB
3 - Naïve Bayes/13 - CountVectorizer.mp4 36.99 MB
3 - Naïve Bayes/14 - The YouTube Dataset Preprocessing.mp4 43.97 MB
3 - Naïve Bayes/16 - The YouTube Dataset Classification.mp4 23.67 MB
3 - Naïve Bayes/18 - The YouTube Dataset Confusion Matrix.mp4 17.79 MB
3 - Naïve Bayes/19 - The YouTube Dataset Accuracy Precision Recall and the F1 score.mp4 37.74 MB
3 - Naïve Bayes/20 - The YouTube Dataset Changing the Priors.mp4 40.34 MB
3 - Naïve Bayes/6 - Motivation.mp4 43.38 MB
3 - Naïve Bayes/7 - Bayes Thought Experiment.mp4 33.66 MB
3 - Naïve Bayes/9 - Bayes Theorem.mp4 65.92 MB
4 - KNearest Neighbors/22 - Motivation.mp4 24.43 MB
4 - KNearest Neighbors/23 - Math Prerequisites Distance Metrics.mp4 27.79 MB
4 - KNearest Neighbors/24 - Random Dataset Generating the Dataset.mp4 16.85 MB
4 - KNearest Neighbors/25 - Random Dataset Visualizing the Dataset.mp4 28.19 MB
4 - KNearest Neighbors/26 - Random Dataset Classification.mp4 50.6 MB
4 - KNearest Neighbors/27 - Random Dataset How to Break a Tie.mp4 26.76 MB
4 - KNearest Neighbors/28 - Random Dataset Decision Regions.mp4 46 MB
4 - KNearest Neighbors/29 - Random Dataset Choosing the Best Kvalue.mp4 32.64 MB
4 - KNearest Neighbors/30 - Random Dataset Grid Search.mp4 27.88 MB
4 - KNearest Neighbors/31 - Random Dataset Model Performance.mp4 21.21 MB
4 - KNearest Neighbors/33 - Theory with a Practical Example.mp4 43.75 MB
4 - KNearest Neighbors/34 - KNN vs Linear Regression A Linear Problem.mp4 46.73 MB
4 - KNearest Neighbors/35 - KNN vs Linear Regression A Nonlinear Problem.mp4 33.11 MB
4 - KNearest Neighbors/37 - Pros and Cons.mp4 55.22 MB
5 - Decision Trees and Random Forests/38 - What is a Tree in Computer Science.mp4 34.84 MB
5 - Decision Trees and Random Forests/39 - The Concept of Decision Trees.mp4 31.62 MB
5 - Decision Trees and Random Forests/40 - Decision Trees in Machine Learning.mp4 47.34 MB
5 - Decision Trees and Random Forests/41 - Decision Trees Pros and Cons.mp4 69.13 MB
5 - Decision Trees and Random Forests/42 - Practical Example The Iris Dataset.mp4 21.83 MB
5 - Decision Trees and Random Forests/43 - Practical Example Creating a Decision Tree.mp4 32.83 MB
5 - Decision Trees and Random Forests/44 - Practical Example Plotting the Tree.mp4 42.97 MB
5 - Decision Trees and Random Forests/45 - Decision Tree Metrics Intuition Gini Inpurity.mp4 53.2 MB
5 - Decision Trees and Random Forests/46 - Decision Tree Metrics Information Gain.mp4 26.36 MB
5 - Decision Trees and Random Forests/47 - Tree Pruning Dealing with Overfitting.mp4 39.41 MB
5 - Decision Trees and Random Forests/48 - Random Forest as Ensemble Learning.mp4 31.99 MB
5 - Decision Trees and Random Forests/49 - Bootstrapping.mp4 29.92 MB
5 - Decision Trees and Random Forests/50 - From Bootstrapping to Random Forests.mp4 25.93 MB
5 - Decision Trees and Random Forests/51 - Random Forest in Code Glass Dataset.mp4 52.81 MB
5 - Decision Trees and Random Forests/52 - Census Data and Income Preprocessing.mp4 59.6 MB
5 - Decision Trees and Random Forests/53 - Training the Decision Tree.mp4 27.35 MB
5 - Decision Trees and Random Forests/54 - Training the Random Forest.mp4 27.17 MB
6 - Support Vector Machines/55 - Introduction to Support Vector Machines.mp4 62.4 MB
6 - Support Vector Machines/56 - Linearly separable classes hard margin problem.mp4 59.15 MB
6 - Support Vector Machines/57 - Nonlinearly separable classes soft margin problem.mp4 49.84 MB
6 - Support Vector Machines/58 - Kernels Intuition.mp4 77.05 MB
6 - Support Vector Machines/59 - Intro to the practical case.mp4 31.54 MB
6 - Support Vector Machines/60 - Preprocessing the data.mp4 15.06 MB
6 - Support Vector Machines/61 - Splitting the data into train and test and rescaling.mp4 16.4 MB
6 - Support Vector Machines/62 - Implementing a linear SVM.mp4 12.66 MB
6 - Support Vector Machines/63 - Analyzing the results– Confusion Matrix Precision and Recall.mp4 28.22 MB
6 - Support Vector Machines/64 - Crossvalidation.mp4 76.47 MB
6 - Support Vector Machines/65 - Choosing the kernels and C values for crossvalidation.mp4 18.81 MB
6 - Support Vector Machines/66 - Hyperparameter tuning using GridSearchCV.mp4 35.14 MB
7 - Ridge and Lasso Regression/68 - Regression Analysis Overview.mp4 29.41 MB
7 - Ridge and Lasso Regression/69 - Overfitting and Multicollinearity.mp4 28.15 MB
7 - Ridge and Lasso Regression/70 - Introduction to Regularization.mp4 25.96 MB
7 - Ridge and Lasso Regression/71 - Ridge Regression Basics.mp4 43.16 MB
7 - Ridge and Lasso Regression/72 - Ridge Regression Mechanics.mp4 46.67 MB
7 - Ridge and Lasso Regression/73 - Regularization in More Complicated Scenarios.mp4 21 MB
7 - Ridge and Lasso Regression/74 - Lasso Regression Basics.mp4 21.63 MB
7 - Ridge and Lasso Regression/75 - Lasso Regression vs Ridge Regression.mp4 33.86 MB
7 - Ridge and Lasso Regression/76 - The Hitters Dataset Preprocessing and Preparation.mp4 46 MB
7 - Ridge and Lasso Regression/77 - Exploratory Data Analysis.mp4 36.96 MB
7 - Ridge and Lasso Regression/78 - Performing Linear Regression.mp4 52.93 MB
7 - Ridge and Lasso Regression/79 - Crossvalidation for Choosing a Tuning Parameter.mp4 30.49 MB
7 - Ridge and Lasso Regression/80 - Performing Ridge Regression with Crossvalidation.mp4 30.97 MB
7 - Ridge and Lasso Regression/81 - Performing Lasso Regression with Crossvalidation.mp4 30.96 MB
7 - Ridge and Lasso Regression/82 - Comparing the Results.mp4 30.97 MB
7 - Ridge and Lasso Regression/83 - Replacing the Missing Values in the DataFrame.mp4 21.22 MB
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