Udemy - Deployment of Machine Learning Models

  • CategoryOther
  • TypeTutorials
  • LanguageEnglish
  • Total size3.6 GB
  • Uploaded ByCourseClub
  • Downloads186
  • Last checkedMay. 03rd '19
  • Date uploadedMay. 02nd '19
  • Seeders 2
  • Leechers5

Infohash : CBD52B3222E1E54609926BAC07718410CFEF4E2C

Deployment of Machine Learning Models

Learn how to put your machine learning models into production.

For More Courses Visit: https://desirecourse.com

Files:

[DesireCourse.Com] Udemy - Deployment of Machine Learning Models 1. Introduction
  • 1. Introduction to the course.mp4 (37.6 MB)
  • 1. Introduction to the course.vtt (7.7 KB)
  • 2. Course curriculum overview.mp4 (48.2 MB)
  • 2. Course curriculum overview.vtt (9.2 KB)
  • 3. Knowledge requirements.mp4 (17.2 MB)
  • 3. Knowledge requirements.vtt (4.4 KB)
  • 4. How to Approach this course.html (3.3 KB)
  • 5. Guide to Setting up your Computer.html (3.9 KB)
  • 6. Slides covered in this course.html (0.1 KB)
  • 6.1 DMLM_Slides.zip.zip (13.4 MB)
  • 7. Notes covered in this course.html (0.1 KB)
  • 7.1 DMLM_Notes.zip.zip (1.5 MB)
  • 8. FAQ Where can I learn more about the required skills.html (1.0 KB)
10. Deploying to a PaaS (Heroku) without Containers
  • 1. 10.1 - Introduction.mp4 (26.9 MB)
  • 1. 10.1 - Introduction.vtt (4.4 KB)
  • 1.1 Section10.1_Notes.pdf.pdf (76.7 KB)
  • 2. 10.2 - Heroku Account Creation.mp4 (20.9 MB)
  • 2. 10.2 - Heroku Account Creation.vtt (2.3 KB)
  • 2.1 Section10.2_Notes.pdf.pdf (61.4 KB)
  • 3. 10.3 - Heroku Config.mp4 (32.2 MB)
  • 3. 10.3 - Heroku Config.vtt (4.8 KB)
  • 3.1 Section10.3_Notes.pdf.pdf (69.0 KB)
  • 4. 10.4 - Testing the Deployment Manually.mp4 (12.3 MB)
  • 4. 10.4 - Testing the Deployment Manually.vtt (1.6 KB)
  • 4.1 Section10.4_Notes.pdf.pdf (69.8 KB)
  • 5. 10.5 - Deploying to Heroku via CI.mp4 (29.1 MB)
  • 5. 10.5 - Deploying to Heroku via CI.vtt (3.7 KB)
  • 5.1 Section10.5_Notes.pdf.pdf (67.9 KB)
  • 6. 10.6 - Wrap Up.mp4 (13.5 MB)
  • 6. 10.6 - Wrap Up.vtt (2.1 KB)
  • 6.1 Section10.6_Notes.pdf.pdf (63.9 KB)
11. Running Apps with Containers (Docker)
  • 1. 11.1 Introduction to Containers and Docker.mp4 (31.5 MB)
  • 1. 11.1 Introduction to Containers and Docker.vtt (4.4 KB)
  • 1.1 Section11.1_Notes.pdf.pdf (70.2 KB)
  • 2. 11.2 Installing Docker.mp4 (26.7 MB)
  • 2. 11.2 Installing Docker.vtt (2.4 KB)
  • 2.1 Section11.2_Notes.pdf.pdf (77.8 KB)
  • 3. 11.3 Creating Our API App Dockerfile.mp4 (21.6 MB)
  • 3. 11.3 Creating Our API App Dockerfile.vtt (2.9 KB)
  • 3.1 Section11.3_Notes.pdf.pdf (58.5 KB)
  • 4. 11.4 Building and Running the Docker Container.mp4 (26.7 MB)
  • 4. 11.4 Building and Running the Docker Container.vtt (3.6 KB)
  • 4.1 Section11.4_Notes.pdf.pdf (94.1 KB)
  • 5. 11.5 Releasing to Heroku with Docker.mp4 (46.9 MB)
  • 5. 11.5 Releasing to Heroku with Docker.vtt (5.2 KB)
  • 5.1 Section11.5_Notes.pdf.pdf (56.6 KB)
  • 6. 11.6 - Wrap Up.mp4 (7.7 MB)
  • 6. 11.6 - Wrap Up.vtt (1.6 KB)
  • 6.1 Section11.6_Notes.pdf.pdf (82.4 KB)
12. Deploying to IaaS (AWS ECS)
  • 1. 12.1 - Introduction to AWS.mp4 (18.7 MB)
  • 1. 12.1 - Introduction to AWS.vtt (3.2 KB)
  • 10. 12.9 - Uploading Images to the Elastic Container Registry (ECR).mp4 (49.8 MB)
  • 10. 12.9 - Uploading Images to the Elastic Container Registry (ECR).vtt (4.2 KB)
  • 10.1 Section12.9_Notes.pdf.pdf (72.4 KB)
  • 11. 12.10 - Creating the ECS Cluster with Fargate Launch Method.mp4 (38.1 MB)
  • 11. 12.10 - Creating the ECS Cluster with Fargate Launch Method.vtt (3.8 KB)
  • 11.1 Section12.10_Notes.pdf.pdf (56.9 KB)
  • 12. 12.11 - Creating the ECS Cluster with the EC2 Launch Method.mp4 (59.9 MB)
  • 12. 12.11 - Creating the ECS Cluster with the EC2 Launch Method.vtt (6.4 KB)
  • 12.1 Section12.11_Notes.pdf.pdf (57.5 KB)
  • 13. 12.12 - Updating the Cluster Containers.mp4 (31.0 MB)
  • 13. 12.12 - Updating the Cluster Containers.vtt (3.5 KB)
  • 13.1 Section12.12_Notes.pdf.pdf (67.5 KB)
  • 14. 12.13 - Tearing down the ECS Cluster.mp4 (7.0 MB)
  • 14. 12.13 - Tearing down the ECS Cluster.vtt (0.7 KB)
  • 14.1 Section12.13_Notes.pdf.pdf (60.1 KB)
  • 15. 12.14 - Deploying to ECS via the CI pipeline.mp4 (23.5 MB)
  • 15. 12.14 - Deploying to ECS via the CI pipeline.vtt (2.6 KB)
  • 15.1 Section12.14_Notes.pdf.pdf (64.2 KB)
  • 16. 12.15 - Wrap Up.mp4 (9.0 MB)
  • 16. 12.15 - Wrap Up.vtt (1.9 KB)
  • 16.1 Section12.15_Notes.pdf.pdf (56.6 KB)
  • 2. 12.2 - AWS Costs and Caution.mp4 (25.5 MB)
  • 2. 12.2 - AWS Costs and Caution.vtt (2.4 KB)
  • 2.1 Section12.2_Notes.pdf.pdf (74.7 KB)
  • 3. 12.3a - Intro to AWS ECS.mp4 (22.8 MB)
  • 3. 12.3a - Intro to AWS ECS.vtt (4.5 KB)
  • 3.1 Section12.3_Notes.pdf.pdf (55.1 KB)
  • 4. 12.3b - Container Orchestration Options Kubernetes, ECS, Docker Swarm.mp4 (23.8 MB)
  • 4. 12.3b - Container Orchestration Options Kubernetes, ECS, Docker Swarm.vtt (3.6 KB)
  • 4.1 Section12.3_Notes.pdf.pdf (55.1 KB)
  • 5. 12.4 - Create an AWS Account.mp4 (4.9 MB)
  • 5. 12.4 - Create an AWS Account.vtt (0.6 KB)
  • 5.1 Section12.4_Notes.pdf.pdf (53.5 KB)
  • 6. 12.5 - Setting Permissions with IAM.mp4 (23.2 MB)
  • 6. 12.5 - Setting Permissions with IAM.vtt (3.0 KB)
  • 6.1 Section12.5_Notes.pdf.pdf (57.9 KB)
  • 7. 12.6 - Installing the AWS CLI.mp4 (28.9 MB)
  • 7. 12.6 - Installing the AWS CLI.vtt (2.3 KB)
  • 7.1 Section12.6_Notes.pdf.pdf (56.9 KB)
  • 8. 12.7 - Configuring the AWS CLI.mp4 (20.8 MB)
  • 8. 12.7 - Configuring the AWS CLI.vtt (2.8 KB)
  • 8.1 Section12.7_Notes.pdf.pdf (83.0 KB)
  • 9. 12.8 - Intro the Elastic Container Registry (ECR).mp4 (9.4 MB)
  • 9. 12.8 - Intro the Elastic Container Registry (ECR).vtt (1.2 KB)
  • 9.1 Section12.8_Notes.pdf.pdf (55.3 KB)
13. A Deep Learning Model with Big Data
  • 1. Challenges of using Big Data in Machine Learning.mp4 (15.3 MB)
  • 1. Challenges of using Big Data in Machine Learning.vtt (2.4 KB)
  • 10. 13.10 - Additional Considerations and Wrap Up.mp4 (20.8 MB)
  • 10. 13.10 - Additional Considerations and Wrap Up.vtt (3.1 KB)
  • 10.1 Section13.10_Notes.pdf.pdf (60.0 KB)
  • 2. Introduction to a Large Dataset - Plant Seedlings Images.mp4 (16.7 MB)
  • 2. Introduction to a Large Dataset - Plant Seedlings Images.vtt (1

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