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[FreeTutorials.Us] Udemy - machine-learning-course-with-python
magnet:?xt=urn:btih:03705fe20e1d0bca7e1938d98089710ec067e809&dn=[FreeTutorials.Us] Udemy - machine-learning-course-with-python
磁力链接详情
Hash值:
03705fe20e1d0bca7e1938d98089710ec067e809
点击数:
81
文件大小:
2.91 GB
文件数量:
89
创建日期:
2018-12-12 09:05
最后访问:
2024-1-19 14:29
访问标签:
FreeTutorials
Us
Udemy
-
machine-learning-course-with-python
文件列表详情
01 Introduction/001 What Does the Course Cover.mp4 9.88 MB
02 Getting Started with Anaconda/004 Windows OS Downloading Installing Anaconda.mp4 64.36 MB
02 Getting Started with Anaconda/005 Windows OS Managing Environment.mp4 18.82 MB
02 Getting Started with Anaconda/008 Navigating the Spyder Jupyter Notebook Interface.mp4 41.35 MB
02 Getting Started with Anaconda/009 Downloading the IRIS Datasets.mp4 10.49 MB
02 Getting Started with Anaconda/010 Data Exploration and Analysis.mp4 34.79 MB
02 Getting Started with Anaconda/011 Presenting Your Data.mp4 46.52 MB
03 Regression/012 Introduction.mp4 11.72 MB
03 Regression/013 Categories of Machine Learning.mp4 22.36 MB
03 Regression/014 Working with Scikit-Learn.mp4 45.94 MB
03 Regression/015 Boston Housing Data - EDA.mp4 61.46 MB
03 Regression/016 Correlation Analysis and Feature Selection.mp4 22.58 MB
03 Regression/017 Simple Linear Regression Modelling with Boston Housing Data.mp4 33.8 MB
03 Regression/018 Robust Regression.mp4 33.46 MB
03 Regression/019 Evaluate Model Performance.mp4 59.14 MB
03 Regression/020 Multiple Regression with statsmodel.mp4 59.64 MB
03 Regression/021 Multiple Regression and Feature Importance.mp4 44.66 MB
03 Regression/022 Ordinary Least Square Regression and Gradient Descent.mp4 50.03 MB
03 Regression/023 Regularised Method for Regression.mp4 47.81 MB
03 Regression/024 Polynomial Regression.mp4 43.81 MB
03 Regression/025 Dealing with Non-linear relationships.mp4 28.44 MB
03 Regression/026 Feature Importance Revisited.mp4 26.18 MB
03 Regression/027 Data Pre-Processing 1.mp4 34.92 MB
03 Regression/028 Data Pre-Processing 2.mp4 49.58 MB
03 Regression/029 Variance Bias Trade Off - Validation Curve.mp4 43.83 MB
03 Regression/030 Variance Bias Trade Off - Learning Curve.mp4 42.45 MB
03 Regression/031 Cross Validation.mp4 44.68 MB
04 Classification/032 Introduction.mp4 7.91 MB
04 Classification/033 Logistic Regression 1.mp4 26.93 MB
04 Classification/034 Logistic Regression 2.mp4 41.75 MB
04 Classification/035 MNIST Project 1 - Introduction.mp4 34.55 MB
04 Classification/036 MNIST Project 2 - SGDClassifier.mp4 25.47 MB
04 Classification/037 MNIST Project 3 - Performance Measures.mp4 26.4 MB
04 Classification/038 MNIST Project 4 - Confusion Matrix Precision Recall and F1 Score.mp4 46.08 MB
04 Classification/039 MNIST Project 5 - Precision and Recall Tradeoff.mp4 43.91 MB
04 Classification/040 MNIST Project 6 - The ROC Curve.mp4 33.78 MB
05 Support Vector Machine SVM/042 Introduction.mp4 4.72 MB
05 Support Vector Machine SVM/043 Support Vector Machine SVM Concepts.mp4 51.8 MB
05 Support Vector Machine SVM/044 Linear SVM Classification.mp4 31.57 MB
05 Support Vector Machine SVM/045 Polynomial Kernel.mp4 50.31 MB
05 Support Vector Machine SVM/046 Gaussian Radial Basis Function.mp4 44.8 MB
05 Support Vector Machine SVM/047 Support Vector Regression.mp4 17.39 MB
05 Support Vector Machine SVM/048 Advantages and Disadvantages of SVM.mp4 13.11 MB
06 Tree/049 Introduction.mp4 5.58 MB
06 Tree/050 What is Decision Tree.mp4 34.07 MB
06 Tree/051 Training a Decision Tree.mp4 16.59 MB
06 Tree/052 Visualising a Decision Trees.mp4 55.25 MB
06 Tree/053 Decision Tree Learning Algorithm.mp4 36.97 MB
06 Tree/054 Decision Tree Regression.mp4 33.8 MB
06 Tree/055 Overfitting and Grid Search.mp4 54.43 MB
06 Tree/056 Where to From Here.mp4 11.62 MB
06 Tree/057 Project HR - Loading and preprocesing data.mp4 56.76 MB
06 Tree/058 Project HR - Modelling.mp4 16.5 MB
07 Ensemble Machine Learning/059 Introduction.mp4 5.22 MB
07 Ensemble Machine Learning/060 Ensemble Learning Methods Introduction.mp4 27.68 MB
07 Ensemble Machine Learning/061 Bagging Part 1.mp4 55.47 MB
07 Ensemble Machine Learning/062 Bagging Part 2.mp4 37.31 MB
07 Ensemble Machine Learning/063 Random Forests.mp4 43.11 MB
07 Ensemble Machine Learning/064 Extra-Trees.mp4 21.58 MB
07 Ensemble Machine Learning/065 AdaBoost.mp4 39.82 MB
07 Ensemble Machine Learning/066 Gradient Boosting Machine.mp4 44.87 MB
07 Ensemble Machine Learning/067 XGBoost.mp4 51.35 MB
07 Ensemble Machine Learning/068 Project HR - Human Resources Analytics.mp4 88.16 MB
07 Ensemble Machine Learning/069 Ensemble of ensembles Part 1.mp4 52.03 MB
07 Ensemble Machine Learning/070 Ensemble of ensembles Part 2.mp4 44.89 MB
08 k-Nearest Neighbours kNN/071 kNN Introduction.mp4 4.37 MB
08 k-Nearest Neighbours kNN/072 kNN Concepts.mp4 15 MB
08 k-Nearest Neighbours kNN/073 kNN and Iris Dataset Demo.mp4 20.75 MB
08 k-Nearest Neighbours kNN/074 Distance Metric.mp4 13.08 MB
08 k-Nearest Neighbours kNN/075 Project Cancer Detection Part 1.mp4 49.4 MB
08 k-Nearest Neighbours kNN/076 Project Cancer Detection Part 2.mp4 48.64 MB
09 Dimensionality Reduction/077 Introduction.mp4 3.63 MB
09 Dimensionality Reduction/078 Dimensionality Reduction Concept.mp4 25.73 MB
09 Dimensionality Reduction/079 PCA Introduction.mp4 42.24 MB
09 Dimensionality Reduction/080 Dimensionality Reduction Demo.mp4 14.64 MB
09 Dimensionality Reduction/081 Project Wine 1 Dimensionality Reduction with PCA.mp4 46.11 MB
09 Dimensionality Reduction/083 Project Wine 2 Choosing the Number of Components.mp4 18.79 MB
09 Dimensionality Reduction/084 Kernel PCA.mp4 35.84 MB
09 Dimensionality Reduction/085 Kernel PCA Demo.mp4 16.01 MB
09 Dimensionality Reduction/086 LDA Comparison between LDA and PCA.mp4 16.9 MB
10 Unsupervised Learning Clustering/087 Introduction.mp4 4.03 MB
10 Unsupervised Learning Clustering/088 Clustering Concepts.mp4 17.47 MB
10 Unsupervised Learning Clustering/089 MLextend.mp4 22.58 MB
10 Unsupervised Learning Clustering/090 Wards Agglomerative Hierarchical Clustering.mp4 44.12 MB
10 Unsupervised Learning Clustering/091 Truncating Dendrogram.mp4 56.42 MB
10 Unsupervised Learning Clustering/092 k-Means Clustering.mp4 36.59 MB
10 Unsupervised Learning Clustering/093 Elbow Method.mp4 15.76 MB
10 Unsupervised Learning Clustering/094 Silhouette Analysis.mp4 16.5 MB
10 Unsupervised Learning Clustering/095 Mean Shift.mp4 25.68 MB
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