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[FreeTutorials.Us] Udemy - A-Z Machine Learning using Azure Machine Learning (AzureML)
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2021-7-14 05:07
2024-12-4 19:51
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A-Z
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文件列表
1. Basics of Machine Learning/1. What You Will Learn in This Section.mp4
19.19MB
1. Basics of Machine Learning/3. Important Message About Udemy Reviews.mp4
19.24MB
1. Basics of Machine Learning/4. Why Machine Learning is the Future.mp4
68.71MB
1. Basics of Machine Learning/5. What is Machine Learning.mp4
18.49MB
1. Basics of Machine Learning/6. Understanding various aspects of data - Type, Variables, Category.mp4
13.61MB
1. Basics of Machine Learning/7. Common Machine Learning Terms - Probability, Mean, Mode, Median, Range.mp4
13.3MB
1. Basics of Machine Learning/8. Types of Machine Learning Models - Classification, Regression, Clustering etc.mp4
19.04MB
10. Feature Selection - Select a..highest impact/1. Feature Selection - Section Introduction.mp4
7.73MB
10. Feature Selection - Select a..highest impact/2. Pearson Correlation Coefficient.mp4
47.22MB
10. Feature Selection - Select a..highest impact/3. Chi Square Test of Independence.mp4
8.28MB
10. Feature Selection - Select a..highest impact/4. Kendall Correlation Coefficient.mp4
6.7MB
10. Feature Selection - Select a..highest impact/5. Spearman's Rank Correlation.mp4
6.37MB
10. Feature Selection - Select a..highest impact/6. [Hands On] - Comparison Experiment for Correlation Coefficients.mp4
13.19MB
10. Feature Selection - Select a..highest impact/7. [Hands On] - Filter Based Selection - AzureML Experiment.mp4
6.38MB
10. Feature Selection - Select a..highest impact/8. Fisher Based LDA - Intuition.mp4
24.08MB
10. Feature Selection - Select a..highest impact/9. [Hands On] - Fisher Based LDA - Experiment.mp4
61.14MB
11. Recommendation System/1. What is a Recommendation System.mp4
34.96MB
11. Recommendation System/2. Data Preparation using Recommender Split.mp4
14.92MB
11. Recommendation System/3. What is Matchbox Recommender and Train Matchbox Recommender.mp4
14.56MB
11. Recommendation System/4. How to Score the Matchbox Recommender.mp4
10.94MB
11. Recommendation System/5. [Hands On] - Restaurant Recommendation Experiment.mp4
36.18MB
11. Recommendation System/6. Understanding the Matchbox Recommendation Results.mp4
17.44MB
12. Text Analytics and Natural Language Processing/1. What is Text Analytics or Natural Language Processing.mp4
44.84MB
12. Text Analytics and Natural Language Processing/2. Text Pre-Processing.mp4
54.61MB
12. Text Analytics and Natural Language Processing/3. Bag Of Words and N-Gram Models for Text features.mp4
49.96MB
12. Text Analytics and Natural Language Processing/4. Feature Hashing.mp4
75.17MB
12. Text Analytics and Natural Language Processing/5. [Hands On] - Classify Customer Complaints using Text Analytics.mp4
87.43MB
13. Thank You and Bonus Lecture/1. Way Forward.mp4
49.99MB
2. Getting Started with Azure ML/1. What You Will Learn in This Section.mp4
13.56MB
2. Getting Started with Azure ML/2. What is Azure ML and high level architecture..mp4
23.21MB
2. Getting Started with Azure ML/3. Creating a Free Azure ML Account.mp4
13.42MB
2. Getting Started with Azure ML/4. Azure ML Studio Overview and walk-through.mp4
12.17MB
2. Getting Started with Azure ML/5. Azure ML Experiment Workflow.mp4
13.22MB
2. Getting Started with Azure ML/6. Azure ML Cheat Sheet for Model Selection.mp4
11.26MB
3. Data Processing/1. [Hands On] - Data Input-Output - Upload Data.mp4
50.99MB
3. Data Processing/2. [Hands On] - Data Input-Output - Convert and Unpack.mp4
22.08MB
3. Data Processing/3. [Hands On] - Data Input-Output - Import Data.mp4
13.12MB
3. Data Processing/4. [Hands On] -Data Transform - Add RowsColumns, Remove Duplicates, Select Columns.mp4
26.46MB
3. Data Processing/5. [Hands On] - Apply SQL Transformation, Clean Missing Data, Edit Metadata.mp4
38.91MB
3. Data Processing/6. [Hands On] - Sample and Split Data - Partition or Sample, Train and Test Data.mp4
35.52MB
4. Classification/1. Logistic Regression - What is Logistic Regression.mp4
30.67MB
4. Classification/10. [Hands On] Two-Class Boosted Decision Tree - Build Bank Telemarketing Prediction.mp4
25.16MB
4. Classification/11. Decision Forest - Parameters Explained.mp4
5.79MB
4. Classification/12. [Hands On] - Two Class Decision Forest - Adult Census Income Prediction.mp4
35.09MB
4. Classification/13. [Hands On] - Decision Tree - Multi Class Decision Forest IRIS Data.mp4
18.57MB
4. Classification/14. SVM - What is Support Vector Machine.mp4
14.9MB
4. Classification/15. [Hands On] - SVM - Adult Census Income Prediction.mp4
13.83MB
4. Classification/2. [Hands On] -Logistic Regression - Build Two-Class Loan Approval Prediction Model.mp4
52.2MB
4. Classification/3. Logistic Regression - Understand Parameters and Their Impact.mp4
19.54MB
4. Classification/4. Understanding the Confusion Matrix, AUC, Accuracy, Precision, Recall and F1Score.mp4
29.41MB
4. Classification/5. Logistic Regression - Model Selection and Impact Analysis.mp4
13.77MB
4. Classification/6. [Hands On] Logistic Regression - Build Multi-Class Wine Quality Prediction Model.mp4
19.66MB
4. Classification/7. Decision Tree - What is Decision Tree.mp4
14.34MB
4. Classification/8. Decision Tree - Ensemble Learning - Bagging and Boosting.mp4
12.9MB
4. Classification/9. Decision Tree - Parameters - Two Class Boosted Decision Tree.mp4
12.09MB
5. Hyperparameter Tuning/1. [Hands On] - Tune Hyperparameter for Best Parameter Selection.mp4
21.92MB
6. Deploy Webservice/1. Azure ML Webservice - Prepare the experiment for webservice.mp4
5.56MB
6. Deploy Webservice/2. [Hands On] - Deploy Machine Learning Model As a Web Service.mp4
9.18MB
6. Deploy Webservice/3. [Hands On] - Use the Web Service - Example of Excel.mp4
16.58MB
7. Regression Analysis/1. What is Linear Regression.mp4
14.04MB
7. Regression Analysis/10. [Hands On] - Decision Tree - Experiment Boosted Decision Tree.mp4
17.28MB
7. Regression Analysis/2. Regression Analysis - Common Metrics.mp4
12.59MB
7. Regression Analysis/3. [Hands On] - Linear Regression model using OLS.mp4
91.03MB
7. Regression Analysis/4. [Hands On] - Linear Regression - R Squared.mp4
10.32MB
7. Regression Analysis/5. Gradient Descent.mp4
27.67MB
7. Regression Analysis/6. Linear Regression Online Gradient Descent.mp4
6.71MB
7. Regression Analysis/7. [Hands On] - Experiment Online Gradient.mp4
10.85MB
7. Regression Analysis/8. Decision Tree - What is Regression Tree.mp4
12.24MB
7. Regression Analysis/9. Decision Tree - What is Boosted Decision Tree Regression.mp4
4.32MB
8. Clustering/1. What is Cluster Analysis.mp4
22.38MB
8. Clustering/2. [Hands On] - Cluster Analysis Experiment 1.mp4
30.92MB
8. Clustering/3. [Hands On] - Cluster Analysis Experiment 2 - Score and Evaluate.mp4
18.36MB
9. Data Processing - Solving Data Processing Challenges/1. Section Introduction.mp4
5.41MB
9. Data Processing - Solving Data Processing Challenges/10. Data Normalization - Scale and Reduce.mp4
5.33MB
9. Data Processing - Solving Data Processing Challenges/11. [Hands On] - Data Normalization.mp4
5.88MB
9. Data Processing - Solving Data Processing Challenges/12. PCA - What is PCA and Curse of Dimensionality.mp4
10.73MB
9. Data Processing - Solving Data Processing Challenges/13. [Hands On] - Principal Component Analysis.mp4
7.41MB
9. Data Processing - Solving Data Processing Challenges/14. Join Data - Join Multiple Datasets based on common keys.mp4
10.48MB
9. Data Processing - Solving Data Processing Challenges/15. [Hands On] - Join Data - Experiment.mp4
15.11MB
9. Data Processing - Solving Data Processing Challenges/2. How to Summarize Data.mp4
11.7MB
9. Data Processing - Solving Data Processing Challenges/3. [Hands On] - Summarize Data - Experiment.mp4
8.15MB
9. Data Processing - Solving Data Processing Challenges/4. Outliers Treatment - Clip Values.mp4
11.49MB
9. Data Processing - Solving Data Processing Challenges/5. [Hands On] - Outliers Treatment - Clip Values.mp4
17.65MB
9. Data Processing - Solving Data Processing Challenges/6. Clean Missing Data with MICE.mp4
13.05MB
9. Data Processing - Solving Data Processing Challenges/7. [Hands On] - Clean Missing Data with MICE.mp4
15.91MB
9. Data Processing - Solving Data Processing Challenges/8. SMOTE - Create New Synthetic Observations.mp4
14.21MB
9. Data Processing - Solving Data Processing Challenges/9. [Hands On] - SMOTE.mp4
15.54MB
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