[FreeCourseLab com] Udemy - A-Z Machine Learning Using Azure Machine Learning (AzureML)
File List
| File | Size |
|---|---|
| 1. Basics of Machine Learning/1. What You Will Learn in This Section.mp4 | 12.39 MB |
| 1. Basics of Machine Learning/1. What You Will Learn in This Section.vtt | 2.32 KB |
| 1. Basics of Machine Learning/2. The course slides for all sections.html | 336 B |
| 1. Basics of Machine Learning/2.1 Section 01 - Basics of Machine Learning.pdf.pdf | 1.84 MB |
| 1. Basics of Machine Learning/2.10 Section 09 - Data Processing.pdf.pdf | 2.84 MB |
| 1. Basics of Machine Learning/2.11 Section 04 - Classification - 002 - Decision Tree.pdf.pdf | 3.4 MB |
| 1. Basics of Machine Learning/2.12 Section 11 - Recommendation System.pdf.pdf | 3.09 MB |
| 1. Basics of Machine Learning/2.13 Section - Text Analytics.pdf.pdf | 2.02 MB |
| 1. Basics of Machine Learning/2.14 Section 03 - Data Pre-processing.pdf.pdf | 1.01 MB |
| 1. Basics of Machine Learning/2.2 Section 06 - Deploy Webservice.pdf.pdf | 702.45 KB |
| 1. Basics of Machine Learning/2.3 Section 04 - Classification - 001 - Logistic Regression.pdf.pdf | 1.4 MB |
| 1. Basics of Machine Learning/2.4 Section 02 - Getting Started with AzureML.pdf.pdf | 2.68 MB |
| 1. Basics of Machine Learning/2.5 Section 04 - Classification - 003 - SVM.pdf.pdf | 1.12 MB |
| 1. Basics of Machine Learning/2.6 Section 08 - Clustering.pdf.pdf | 1.54 MB |
| 1. Basics of Machine Learning/2.7 Section 05 - Tune Hyperparameter.pdf.pdf | 1.19 MB |
| 1. Basics of Machine Learning/2.8 Section 07 - Regression.pdf.pdf | 2.81 MB |
| 1. Basics of Machine Learning/2.9 Section 10 - Feature Selection.pdf.pdf | 2.95 MB |
| 1. Basics of Machine Learning/3. Important Message About Udemy Reviews.mp4 | 4.69 MB |
| 1. Basics of Machine Learning/3. Important Message About Udemy Reviews.vtt | 3.77 KB |
| 1. Basics of Machine Learning/4. Why Machine Learning is the Future.mp4 | 68.72 MB |
| 1. Basics of Machine Learning/4. Why Machine Learning is the Future.vtt | 9.22 KB |
| 1. Basics of Machine Learning/5. What is Machine Learning.mp4 | 18.5 MB |
| 1. Basics of Machine Learning/5. What is Machine Learning.vtt | 9.74 KB |
| 1. Basics of Machine Learning/6. Understanding various aspects of data - Type, Variables, Category.mp4 | 13.61 MB |
| 1. Basics of Machine Learning/6. Understanding various aspects of data - Type, Variables, Category.vtt | 7.11 KB |
| 1. Basics of Machine Learning/7. Common Machine Learning Terms - Probability, Mean, Mode, Median, Range.mp4 | 13.31 MB |
| 1. Basics of Machine Learning/7. Common Machine Learning Terms - Probability, Mean, Mode, Median, Range.vtt | 7.46 KB |
| 1. Basics of Machine Learning/8. Types of Machine Learning Models - Classification, Regression, Clustering etc.mp4 | 19.04 MB |
| 1. Basics of Machine Learning/8. Types of Machine Learning Models - Classification, Regression, Clustering etc.vtt | 9.16 KB |
| 1. Basics of Machine Learning/9. Basics of Machine Learning.html | 136 B |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/1. Feature Selection - Section Introduction.mp4 | 7.73 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/1. Feature Selection - Section Introduction.vtt | 6.23 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/2. Pearson Correlation Coefficient.mp4 | 47.22 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/2. Pearson Correlation Coefficient.vtt | 6.57 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/3. Chi Square Test of Independence.mp4 | 8.28 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/3. Chi Square Test of Independence.vtt | 5.43 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/4. Kendall Correlation Coefficient.mp4 | 6.71 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/4. Kendall Correlation Coefficient.vtt | 3.98 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/5. Spearman's Rank Correlation.mp4 | 6.37 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/5. Spearman's Rank Correlation.vtt | 3.6 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/6. [Hands On] - Comparison Experiment for Correlation Coefficients.mp4 | 13.19 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/6. [Hands On] - Comparison Experiment for Correlation Coefficients.vtt | 7.08 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/7. [Hands On] - Filter Based Selection - AzureML Experiment.mp4 | 6.38 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/7. [Hands On] - Filter Based Selection - AzureML Experiment.vtt | 3.51 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/8. Fisher Based LDA - Intuition.mp4 | 24.08 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/8. Fisher Based LDA - Intuition.vtt | 4.99 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/9. [Hands On] - Fisher Based LDA - Experiment.mp4 | 61.14 MB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/9. [Hands On] - Fisher Based LDA - Experiment.vtt | 5.81 KB |
| 10. Feature Selection - Select a subset of Variables or features with highest impact/9.1 Wine-Low-Medium-High.csv.csv | 95.36 KB |
| 11. Recommendation System/1. What is a Recommendation System.mp4 | 34.97 MB |
| 11. Recommendation System/1. What is a Recommendation System.vtt | 14.55 KB |
| 11. Recommendation System/2. Data Preparation using Recommender Split.mp4 | 14.92 MB |
| 11. Recommendation System/2. Data Preparation using Recommender Split.vtt | 7.29 KB |
| 11. Recommendation System/3. What is Matchbox Recommender and Train Matchbox Recommender.mp4 | 14.56 MB |
| 11. Recommendation System/3. What is Matchbox Recommender and Train Matchbox Recommender.vtt | 7.25 KB |
| 11. Recommendation System/4. How to Score the Matchbox Recommender.mp4 | 10.94 MB |
| 11. Recommendation System/4. How to Score the Matchbox Recommender.vtt | 5.18 KB |
| 11. Recommendation System/5. [Hands On] - Restaurant Recommendation Experiment.mp4 | 36.18 MB |
| 11. Recommendation System/5. [Hands On] - Restaurant Recommendation Experiment.vtt | 11.28 KB |
| 11. Recommendation System/6. Understanding the Matchbox Recommendation Results.mp4 | 17.44 MB |
| 11. Recommendation System/6. Understanding the Matchbox Recommendation Results.vtt | 7.2 KB |
| 11. Recommendation System/7. Recommendation System.html | 137 B |
| 12. Text Analytics and Natural Language Processing/1. What is Text Analytics or Natural Language Processing.mp4 | 40.7 MB |
| 12. Text Analytics and Natural Language Processing/1. What is Text Analytics or Natural Language Processing.vtt | 7.39 KB |
| 12. Text Analytics and Natural Language Processing/2. Text Pre-Processing.mp4 | 54.61 MB |
| 12. Text Analytics and Natural Language Processing/2. Text Pre-Processing.vtt | 13.22 KB |
| 12. Text Analytics and Natural Language Processing/3. Bag Of Words and N-Gram Models for Text features.mp4 | 49.96 MB |
| 12. Text Analytics and Natural Language Processing/3. Bag Of Words and N-Gram Models for Text features.vtt | 7.56 KB |
| 12. Text Analytics and Natural Language Processing/4. Feature Hashing.mp4 | 75.17 MB |
| 12. Text Analytics and Natural Language Processing/4. Feature Hashing.vtt | 12.73 KB |
| 12. Text Analytics and Natural Language Processing/5. [Hands On] - Classify Customer Complaints using Text Analytics.mp4 | 90.99 MB |
| 12. Text Analytics and Natural Language Processing/5. [Hands On] - Classify Customer Complaints using Text Analytics.vtt | 9.59 KB |
| 12. Text Analytics and Natural Language Processing/5.1 two-class complaints modified.txt.txt | 47.39 KB |
| 13. Thank You and Bonus Lecture/1. Way Forward.mp4 | 57 MB |
| 13. Thank You and Bonus Lecture/1. Way Forward.vtt | 4.94 KB |
| 13. Thank You and Bonus Lecture/1.1 Links for datasets.pdf.pdf | 261.42 KB |
| 13. Thank You and Bonus Lecture/2. Bonus Lecture.html | 1.37 KB |
| 2. Getting Started with Azure ML/1. What You Will Learn in This Section.mp4 | 4.35 MB |
| 2. Getting Started with Azure ML/1. What You Will Learn in This Section.vtt | 2.12 KB |
| 2. Getting Started with Azure ML/2. What is Azure ML and high level architecture..mp4 | 7.04 MB |
| 2. Getting Started with Azure ML/2. What is Azure ML and high level architecture..vtt | 3.47 KB |
| 2. Getting Started with Azure ML/3. Creating a Free Azure ML Account.mp4 | 5.42 MB |
| 2. Getting Started with Azure ML/3. Creating a Free Azure ML Account.vtt | 2.18 KB |
| 2. Getting Started with Azure ML/4. Azure ML Studio Overview and walk-through.mp4 | 12.17 MB |
| 2. Getting Started with Azure ML/4. Azure ML Studio Overview and walk-through.vtt | 4.54 KB |
| 2. Getting Started with Azure ML/5. Azure ML Experiment Workflow.mp4 | 13.22 MB |
| 2. Getting Started with Azure ML/5. Azure ML Experiment Workflow.vtt | 6.74 KB |
| 2. Getting Started with Azure ML/6. Azure ML Cheat Sheet for Model Selection.mp4 | 11.27 MB |
| 2. Getting Started with Azure ML/6. Azure ML Cheat Sheet for Model Selection.vtt | 5.83 KB |
| 2. Getting Started with Azure ML/6.1 microsoft-machine-learning-algorithm-cheat-sheet-v6.pdf.pdf | 404.1 KB |
| 2. Getting Started with Azure ML/6.2 ml_studio_overview_v1.1.pdf.pdf | 2.25 MB |
| 2. Getting Started with Azure ML/7. Getting Started with AzureML.html | 136 B |
| 3. Data Processing/1. [Hands On] - Data Input-Output - Upload Data.mp4 | 18.57 MB |
| 3. Data Processing/1. [Hands On] - Data Input-Output - Upload Data.vtt | 7.17 KB |
| 3. Data Processing/1.1 Employee Dataset - Full.csv.csv | 1.85 KB |
| 3. Data Processing/2. [Hands On] - Data Input-Output - Convert and Unpack.mp4 | 22.09 MB |
| 3. Data Processing/2. [Hands On] - Data Input-Output - Convert and Unpack.vtt | 8.13 KB |
| 3. Data Processing/2.1 Employee Dataset - Full.zip.zip | 773 B |
| 3. Data Processing/3. [Hands On] - Data Input-Output - Import Data.mp4 | 13.12 MB |
| 3. Data Processing/3. [Hands On] - Data Input-Output - Import Data.vtt | 5.73 KB |
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