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[CourseClub.ME] Pluralsight - Creating Machine Learning Models
magnet:?xt=urn:btih:fa0a45c99a24c23580850fdc3a9ed225d60e47e0&dn=[CourseClub.ME] Pluralsight - Creating Machine Learning Models
磁力链接详情
Hash值:
fa0a45c99a24c23580850fdc3a9ed225d60e47e0
点击数:
134
文件大小:
382.77 MB
文件数量:
42
创建日期:
2020-6-5 07:37
最后访问:
2024-7-25 16:01
访问标签:
CourseClub
ME
Pluralsight
-
Creating
Machine
Learning
Models
文件列表详情
01.Course Overview/01.01.Course Overview.mp4 9.94 MB
02.Understanding Approaches to Machine Learning/02.01.Module Overview.mp4 6.51 MB
02.Understanding Approaches to Machine Learning/02.02.Prerequisites and Course Outline.mp4 4.79 MB
02.Understanding Approaches to Machine Learning/02.03.Rule-based vs. ML-based Learning.mp4 13.57 MB
02.Understanding Approaches to Machine Learning/02.04.Traditional ML vs. Representation ML.mp4 7 MB
02.Understanding Approaches to Machine Learning/02.05.The Machine Learning Workflow.mp4 6 MB
02.Understanding Approaches to Machine Learning/02.06.Choosing the Right Model Based on Data.mp4 10.49 MB
02.Understanding Approaches to Machine Learning/02.07.Supervised vs. Unsupervised Learning.mp4 9.26 MB
02.Understanding Approaches to Machine Learning/02.08.Transfer Learning, Cold Start ML and Warm Start ML.mp4 10.08 MB
02.Understanding Approaches to Machine Learning/02.09.Popular Machine Learning Frameworks.mp4 6.53 MB
02.Understanding Approaches to Machine Learning/02.10.Demo Getting Started with scikit-learn.mp4 4.35 MB
02.Understanding Approaches to Machine Learning/02.11.Module Summary.mp4 2.67 MB
03.Understanding and Implementing Regression Models/03.01.Module Overview.mp4 2.36 MB
03.Understanding and Implementing Regression Models/03.02.Building and Evaluating Regression Models.mp4 9.32 MB
03.Understanding and Implementing Regression Models/03.03.Demo Linear Regression Using Numeric Features.mp4 17.62 MB
03.Understanding and Implementing Regression Models/03.04.Demo Exploring Regression Data.mp4 9.68 MB
03.Understanding and Implementing Regression Models/03.05.Demo Preprocessing Numeric and Categorical Data and Fitting a Regression Model.mp4 10.47 MB
03.Understanding and Implementing Regression Models/03.06.Choosing Regression Algorithms.mp4 4.93 MB
03.Understanding and Implementing Regression Models/03.07.Regularized Regression Models Lasso, Ridge, and Elastic Net.mp4 7.37 MB
03.Understanding and Implementing Regression Models/03.08.Stochastic Gradient Descent.mp4 4.35 MB
03.Understanding and Implementing Regression Models/03.09.Demo Multiple Types of Regression.mp4 12.02 MB
03.Understanding and Implementing Regression Models/03.10.Module Summary.mp4 2.58 MB
04.Understanding and Implementing Classification Models/04.01.Module Overview.mp4 2.26 MB
04.Understanding and Implementing Classification Models/04.02.Types of Classifiers.mp4 7.96 MB
04.Understanding and Implementing Classification Models/04.03.Understanding Logistic Regression Intuitively.mp4 9.96 MB
04.Understanding and Implementing Classification Models/04.04.Demo Building and Training a Binary Classification Model.mp4 13.77 MB
04.Understanding and Implementing Classification Models/04.05.Understanding Support Vector and Nearest Neighbors Classification.mp4 7.49 MB
04.Understanding and Implementing Classification Models/04.06.Understanding Decision Tree and Naive Bayes Classification.mp4 9.93 MB
04.Understanding and Implementing Classification Models/04.07.Demo Building Classification Models Using Multiple Techniques.mp4 15.46 MB
04.Understanding and Implementing Classification Models/04.08.Demo Using Warm Start with an Ensemble Classifier.mp4 6.56 MB
04.Understanding and Implementing Classification Models/04.09.Demo Performing Multiclass Classification on Text Data.mp4 14.87 MB
04.Understanding and Implementing Classification Models/04.10.Module Summary.mp4 1.99 MB
05.Understanding and Implementing Clustering Model/05.01.Module Overview.mp4 2.21 MB
05.Understanding and Implementing Clustering Model/05.02.Clustering as an Unsupervised Learning Technique.mp4 7.56 MB
05.Understanding and Implementing Clustering Model/05.03.Choosing Clustering Algorithms.mp4 7.36 MB
05.Understanding and Implementing Clustering Model/05.04.Categorizing Clustering Algorithms.mp4 5.75 MB
05.Understanding and Implementing Clustering Model/05.05.K-means Clustering.mp4 5.01 MB
05.Understanding and Implementing Clustering Model/05.06.Hierarchical Clustering.mp4 6.84 MB
05.Understanding and Implementing Clustering Model/05.07.Demo Performing K-means Clustering on Unlabeled Data.mp4 11.85 MB
05.Understanding and Implementing Clustering Model/05.08.Demo Clustering Using Labeled Data.mp4 18.19 MB
05.Understanding and Implementing Clustering Model/05.09.Demo Agglomerative Clustering.mp4 49.22 MB
05.Understanding and Implementing Clustering Model/05.10.Summary and Further Study.mp4 6.62 MB
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