Udemy - 2019 AWS SageMaker and Machine Learning - With Python

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[FreeCourseLab.com] Udemy - 2019 AWS SageMaker and Machine Learning - With Python 1. Introduction and Housekeeping
  • 1. Introduction.mp4 (3.6 MB)
  • 1.1 Machine Learning at AWS Introduction_WM.pdf.pdf (62.8 KB)
  • 2. Root Account Setup and Billing Dashboard Overview.mp4 (6.0 MB)
  • 2.1 AWS HouseKeeping_WM.pdf.pdf (112.9 KB)
  • 3. Enable Access to Billing Data for IAM Users.mp4 (9.7 MB)
  • 4. Create Users Required For the Course.mp4 (25.8 MB)
  • 5. AWS Command Line Interface Tool Setup and Summary.mp4 (7.2 MB)
  • 6. Six Advantages of Cloud Computing.mp4 (30.3 MB)
  • 6.1 2018 AWSTop6ReasonsCloudComputing.pdf.pdf (105.4 KB)
  • 7. AWS Global Infrastructure Overview.mp4 (40.1 MB)
10. 2019 SageMaker HyperParameter Tuning
  • 1. Downloadable Resources.html (0.2 KB)
  • 1.1 AWS SageMaker Hyperparameter Tuning.pdf.pdf (71.0 KB)
  • 1.2 FM-Autotuning-Lab-Configuration.xlsx.xlsx (10.6 KB)
  • 2. Introduction to Hyperparameter Tuning.mp4 (42.4 MB)
  • 3. Lab Tuning Movie Rating Factorization Machine Recommender System.mp4 (154.0 MB)
  • 4. Lab Step 2 Tuning Movie Rating Recommender System.mp4 (48.1 MB)
11. AWS Machine Learning Service
  • 1. 2019 MARCH - Important Update AWS Machine Learning Service Deprecated.html (0.8 KB)
  • 10. Data Types supported by AWS Machine Learning.mp4 (5.3 MB)
  • 11. Linear Regression Introduction.mp4 (12.7 MB)
  • 12. Binary Classification Introduction.mp4 (9.2 MB)
  • 13. Multiclass Classification Introduction.mp4 (6.0 MB)
  • 14. Data Visualization - Linear, Log, Quadratic and More.mp4 (17.4 MB)
  • 15. Algorithm and Terminology Quiz.html (0.1 KB)
  • 2. Python Development Environment and Boto3 Setup.mp4 (15.0 MB)
  • 3. Project Source Code and Data Setup.mp4 (10.0 MB)
  • 3.1 ProjectSetup.zip.zip (1.6 MB)
  • 4. Lab Intro to Python Jupyter Notebook Environment, Pandas, Matplotlib.mp4 (31.8 MB)
  • 5. Lab AWS S3 Bucket Setup and Configure Security.mp4 (18.1 MB)
  • 6. Summary.mp4 (2.2 MB)
  • 7. Introduction and House Keeping Quiz.html (0.1 KB)
  • 8. Optional Machine Learning Where To Start (Article).html (6.5 KB)
  • 9. Machine Learning Terminology.mp4 (7.0 MB)
12. Linear Regression
  • 1. Lab Linear Model, Squared Error Loss Function, Stochastic Gradient Descent.mp4 (31.3 MB)
  • 2. Lab Linear Regression for complex shapes.mp4 (11.4 MB)
  • 3. Summary.mp4 (3.9 MB)
  • 4. Linear Regression Quiz.html (0.1 KB)
13. AWS - Linear Regression Models
  • 1. Lab Simple Training Data.mp4 (15.5 MB)
  • 10. AWS Regression Metrics Quiz.html (0.1 KB)
  • 2. Lab Datasource.mp4 (28.9 MB)
  • 3. Lab Train Model with default recipe.mp4 (9.8 MB)
  • 4. AWS Models Quiz.html (0.1 KB)
  • 5. Concept - How to evaluate regression model accuracy.mp4 (9.5 MB)
  • 6. Lab Evaluate predictive quality of the trained model.mp4 (28.7 MB)
  • 7. Lab Review Default Recipe Settings Used To Train model.mp4 (4.6 MB)
  • 8. Lab Train Model With Custom Recipe and Review Performance.mp4 (22.1 MB)
  • 9. Model Performance Summary and Conclusion.mp4 (5.1 MB)
14. Adding Features To Improve Model
  • 1. Lab Quadratic Fit Training Data.mp4 (15.4 MB)
  • 2. Lab Underfitting With Linear Features.mp4 (44.9 MB)
  • 3. Lab Normal Fit With Quadratic Features.mp4 (27.3 MB)
  • 4. Summary.mp4 (3.3 MB)
15. Normalization
  • 1. Lab Impact of Features With Different Magnitude.mp4 (37.7 MB)
  • 2. Concept Normalization to smoothen magnitude differences.mp4 (13.2 MB)
  • 3. Lab Train Model With Feature Normalizaton.mp4 (23.0 MB)
  • 4. Summary.mp4 (3.2 MB)
  • 5. Underfitting and Normalization Quiz.html (0.1 KB)
16. Adding Complex Features
  • 1. Lab Prepare Training Data.mp4 (8.1 MB)
  • 2. Lab Adding Complex Features.mp4 (4.8 MB)
  • 3. Lab Train Model With Higher Order Features.mp4 (26.5 MB)
  • 4. Lab Performance Of Model With Degree 1 Features.mp4 (7.0 MB)
  • 5. Lab Performance of Model with Degree 4 Features.mp4 (6.6 MB)
  • 6. Lab Performance of Model With Degree 15 Features.mp4 (3.7 MB)
  • 7. Summary.mp4 (3.7 MB)
17. Kaggle Bike Hourly Rental Prediction
  • 1. Review Kaggle Bike Train Problem And Dataset.mp4 (37.9 MB)
  • 2. Lab Train Model To Predict Hourly Rental.mp4 (13.3 MB)
  • 3. Lab Evaluate Prediction Quality.mp4 (23.1 MB)
  • 4. Linear Regression Wrapup and Summary.mp4 (3.4 MB)
18. Logistic Regression
  • 1. Binary Classification - Logistic Regression, Loss Function, Optimization.mp4 (19.7 MB)
  • 2. Lab Binary Classification Approach.mp4 (19.6 MB)
  • 3. True Positive, True Negative, False Positive and False Negative.mp4 (18.7 MB)
  • 4. Lab Logistic Optimization Objectives.mp4 (12.6 MB)
  • 5. Lab Logistic Cost Function.mp4 (7.5 MB)
  • 6. Lab Cost Example.mp4 (9.1 MB)
  • 7. Optimizing Weights.mp4 (9.2 MB)
  • 8. Summary.mp4 (7.0 MB)
  • 9. Logistic Regression Quiz.html (0.1 KB)
19. Onset of Diabetes Prediction
  • 1. Problem Objective, Input Data and Strategy.mp4 (22.4 MB)
  • 10. Lab Batch Prediction and Compute Metrics.mp4 (22.7 MB)
  • 11. Summary.mp4 (4.4 MB)
  • 12. Logistic Regression Metrics Quiz.html (0.1 KB)
  • 2. Lab Prepare For Training.mp4 (8.6 MB)
  • 3. Lab Training a Classification Model.mp4 (13.2 MB)
  • 4. Concept Classification Metrics.mp4 (10.3 MB)
  • 5. Concept Classification Insights with AWS Histograms.mp4 (12.6 MB)
  • 6. Concept AUC Metric.mp4 (4.2 MB)
  • 7. Lab Review Diabetes Model Performance.mp4 (18.0 MB)
  • 8. Lab Cutoff Threshold Interactive Testing.mp4 (6.2 MB)
  • 9. Lab Evaluating Prediction Quality With Additional Dataset.mp4 (19.9 MB)
2. 2019 SageMaker Housekeeping
  • 1. Downloadable Resources.html (0.2 KB)
  • 1.1 SourceCode and Data Setup.pdf.pdf (179.4 KB)
  • 1.2 AWS Introduction ML Concepts.pdf.pdf (266.9 KB)
  • 2. Demo - S3 Bucket Setup.mp4 (20.6 MB)
  • 3. Demo - Setup SageMaker Notebook Instance

Description

Udemy - 2019 AWS SageMaker and Machine Learning - With Python

Learn about cloud based machine learning algorithms and how to integrate with your applications

Created by Chandra Lingam
Last updated 5/2019

For more Udemy Courses: https://freecourselab.com



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Udemy - 2019 AWS SageMaker and Machine Learning - With Python

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4.6 GB
seeders:9
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Udemy - 2019 AWS SageMaker and Machine Learning - With Python

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