[UDEMY] Deployment of Machine Learning Models [FTU]

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[UDEMY] Deployment of Machine Learning Models [FTU]

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[UDEMY] Deployment of Machine Learning Models [FTU]
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1. 10.1 - Introduction.mp4
MP4
26.9 MB
1. 10.1 - Introduction.vtt
VTT
4.4 KB
1. 11.1 Introduction to Containers and Docker.mp4
MP4
31.5 MB
1. 11.1 Introduction to Containers and Docker.vtt
VTT
4.4 KB
1. 12.1 - Introduction to AWS.mp4
MP4
18.7 MB
1. 12.1 - Introduction to AWS.vtt
VTT
3.2 KB
1. 6.1 - Introduction.mp4
MP4
14.3 MB
1. 6.1 - Introduction.vtt
VTT
2.2 KB
1. 7.1 - Introduction.mp4
MP4
25 MB
1. 7.1 - Introduction.vtt
VTT
3.7 KB
1. 8.1 - Introduction to CICD.mp4
MP4
28.4 MB
1. 8.1 - Introduction to CICD.vtt
VTT
4.9 KB
1. 9.1 - Introduction.mp4
MP4
18.6 MB
1. 9.1 - Introduction.vtt
VTT
2.6 KB
1. Bonus Discount for other courses.html
HTML
819.2 B
1. Challenges of using Big Data in Machine Learning.mp4
MP4
15.3 MB
1. Challenges of using Big Data in Machine Learning.vtt
VTT
2.4 KB
1. Introduction to the course.mp4
MP4
37.6 MB
1. Introduction to the course.vtt
VTT
7.7 KB
1. Machine Learning Pipeline Overview.mp4
MP4
60.5 MB
1. Machine Learning Pipeline Overview.vtt
VTT
8.8 KB
1. Machine Learning System Architecture and Why it Matters.mp4
MP4
10.9 MB
1. Machine Learning System Architecture and Why it Matters.vtt
VTT
2.2 KB
1. Production Code overview.mp4
MP4
19.2 MB
1. Production Code overview.vtt
VTT
3.3 KB
1. Section 5.1 - Introduction.mp4
MP4
15.9 MB
1. Section 5.1 - Introduction.vtt
VTT
2 KB
1. Troubleshooting.html
HTML
102.4 B
1.1 Section10.1_Notes.pdf.pdf
PDF
76.7 KB
1.1 Section11.1_Notes.pdf.pdf
PDF
70.2 KB
1.1 Section7.1_Notes.pdf.pdf
PDF
63.4 KB
1.1 Troubleshooting.pdf.pdf
PDF
223.4 KB
1.1 section8.1.mp4.mp4
MP4
41.9 MB
10. 12.9 - Uploading Images to the Elastic Container Registry (ECR).mp4
MP4
49.8 MB
10. 12.9 - Uploading Images to the Elastic Container Registry (ECR).vtt
VTT
4.2 KB
10. 13.10 - Additional Considerations and Wrap Up.mp4
MP4
20.8 MB
10. 13.10 - Additional Considerations and Wrap Up.vtt
VTT
3.1 KB
10. 6.9 - Wrap Up.mp4
MP4
13.2 MB
10. 6.9 - Wrap Up.vtt
VTT
2.3 KB
10. Bonus Resources to Improve as a Python Developer.html
HTML
1.1 KB
10. Getting Ready for Deployment - Demo.mp4
MP4
67.8 MB
10. Getting Ready for Deployment - Demo.vtt
VTT
9 KB
10. Section5.5c - Requirements files Introduction.mp4
MP4
9.5 MB
10. Section5.5c - Requirements files Introduction.vtt
VTT
2.2 KB
10.1 Section12.9_Notes.pdf.pdf
PDF
72.4 KB
10.1 Section13.10_Notes.pdf.pdf
PDF
60 KB
10.1 Section5.5c_Notes.pdf.pdf
PDF
73.8 KB
11. 12.10 - Creating the ECS Cluster with Fargate Launch Method.mp4
MP4
38.1 MB
11. 12.10 - Creating the ECS Cluster with Fargate Launch Method.vtt
VTT
3.8 KB
11. Bonus Machine Learning Pipeline Additional Resources.mp4
MP4
25.4 MB
11. Bonus Machine Learning Pipeline Additional Resources.vtt
VTT
2.5 KB
11. Section5.5d - Virtualenv refresher.mp4
MP4
25.4 MB
11. Section5.5d - Virtualenv refresher.vtt
VTT
2.8 KB
11.1 Section12.10_Notes.pdf.pdf
PDF
56.9 KB
11.1 Section5.5_Notes.pdf.pdf
PDF
83.8 KB
12. 12.11 - Creating the ECS Cluster with the EC2 Launch Method.mp4
MP4
59.9 MB
12. 12.11 - Creating the ECS Cluster with the EC2 Launch Method.vtt
VTT
6.4 KB
12. Randomness in Machine Learning - Setting the Seed.html
HTML
2.5 KB
12. Section 5.6 - Text Editors IDEs.mp4
MP4
12.4 MB
12. Section 5.6 - Text Editors IDEs.vtt
VTT
1.6 KB
12.1 Section12.11_Notes.pdf.pdf
PDF
57.5 KB
12.1 Section5.6_Notes.pdf.pdf
PDF
84.9 KB
13. 12.12 - Updating the Cluster Containers.mp4
MP4
31 MB
13. 12.12 - Updating the Cluster Containers.vtt
VTT
3.5 KB
13. Randomness in Machine Learning - Additional reading resources.html
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512 B
13. Section 5.7 - Engineering and Python Best Practices.mp4
MP4
31.4 MB
13. Section 5.7 - Engineering and Python Best Practices.vtt
VTT
6 KB
13.1 Section12.12_Notes.pdf.pdf
PDF
67.5 KB
13.1 Section5.7_Notes.pdf.pdf
PDF
88.9 KB
14. 12.13 - Tearing down the ECS Cluster.mp4
MP4
7 MB
14. 12.13 - Tearing down the ECS Cluster.vtt
VTT
716.8 B
14. FAQ Where can I learn more about the pipeline steps.html
HTML
614.4 B
14. Section 5.8 - Wrap Up.mp4
MP4
6 MB
14. Section 5.8 - Wrap Up.vtt
VTT
1.3 KB
14.1 Section12.13_Notes.pdf.pdf
PDF
60.1 KB
15. 12.14 - Deploying to ECS via the CI pipeline.mp4
MP4
23.5 MB
15. 12.14 - Deploying to ECS via the CI pipeline.vtt
VTT
2.6 KB
15.1 Section12.14_Notes.pdf.pdf
PDF
64.2 KB
16. 12.15 - Wrap Up.mp4
MP4
9 MB
16. 12.15 - Wrap Up.vtt
VTT
1.9 KB
16.1 Section12.15_Notes.pdf.pdf
PDF
56.6 KB
2. 10.2 - Heroku Account Creation.mp4
MP4
20.9 MB
2. 10.2 - Heroku Account Creation.vtt
VTT
2.3 KB
2. 11.2 Installing Docker.mp4
MP4
26.7 MB
2. 11.2 Installing Docker.vtt
VTT
2.4 KB
2. 12.2 - AWS Costs and Caution.mp4
MP4
25.5 MB
2. 12.2 - AWS Costs and Caution.vtt
VTT
2.4 KB
2. 6.2 - Training the Model.mp4
MP4
46.2 MB
2. 6.2 - Training the Model.vtt
VTT
5.3 KB
2. 7.2 - Creating the API Skeleton.mp4
MP4
35.3 MB
2. 7.2 - Creating the API Skeleton.vtt
VTT
0 B
2. 8.2 - Setting up CircleCI.mp4
MP4
10.6 MB
2. 8.2 - Setting up CircleCI.vtt
VTT
1.5 KB
2. 9.2 - Setting up Differential Tests.mp4
MP4
50.2 MB
2. 9.2 - Setting up Differential Tests.vtt
VTT
4.2 KB
2. Course curriculum overview.mp4
MP4
48.2 MB
2. Course curriculum overview.vtt
VTT
9.2 KB
2. Introduction to a Large Dataset - Plant Seedlings Images.mp4
MP4
16.7 MB
2. Introduction to a Large Dataset - Plant Seedlings Images.vtt
VTT
1.9 KB
2. Machine Learning Pipeline Feature Engineering.mp4
MP4
57.7 MB
2. Machine Learning Pipeline Feature Engineering.vtt
VTT
9.3 KB
2. Procedural Programming Pipeline.mp4
MP4
86.2 MB
2. Procedural Programming Pipeline.vtt
VTT
12.7 KB
2. Section 5.2 - Installing and Configuring Git.mp4
MP4
27.8 MB
2. Section 5.2 - Installing and Configuring Git.vtt
VTT
3.2 KB
2. Specific Challenges of Machine Learning Systems.mp4
MP4
39.1 MB
2. Specific Challenges of Machine Learning Systems.vtt
VTT
6.7 KB
2.1 ProceduralPrograming.zip.zip
ZIP
2.7 KB
2.1 Section10.2_Notes.pdf.pdf
PDF
61.4 KB
2.1 Section11.2_Notes.pdf.pdf
PDF
77.8 KB
2.1 Section12.2_Notes.pdf.pdf
PDF
74.7 KB
2.1 Section5.2_Notes.pdf.pdf
PDF
96.5 KB
2.1 Section7.2_Notes.pdf.pdf
PDF
146.3 KB
2.1 Section8.2_Notes.pdf.pdf
PDF
58.8 KB
2.1 Section9.2_Notes.pdf.pdf
PDF
64.9 KB
3. 10.3 - Heroku Config.mp4
MP4
32.2 MB
3. 10.3 - Heroku Config.vtt
VTT
4.8 KB
3. 11.3 Creating Our API App Dockerfile.mp4
MP4
21.6 MB
3. 11.3 Creating Our API App Dockerfile.vtt
VTT
2.9 KB
3. 12.3a - Intro to AWS ECS.mp4
MP4
22.8 MB
3. 12.3a - Intro to AWS ECS.vtt
VTT
4.5 KB
3. 6.3 - Connecting the Pipeline.mp4
MP4
45.3 MB
3. 6.3 - Connecting the Pipeline.vtt
VTT
4 KB
3. 7.2b - Flask Crash Course.mp4
MP4
17.8 MB
3. 7.2b - Flask Crash Course.vtt
VTT
3.1 KB
3. 8.3 - Setup Circle CI Config.mp4
MP4
50.8 MB
3. 8.3 - Setup Circle CI Config.vtt
VTT
6.2 KB
3. 9.3 - Differential Tests in CI (Part 1 of 2).mp4
MP4
33.6 MB
3. 9.3 - Differential Tests in CI (Part 1 of 2).vtt
VTT
3 KB
3. Building a CNN in the Research Environment.mp4
MP4
88.8 MB
3. Building a CNN in the Research Environment.vtt
VTT
10.3 KB
3. Designing a Custom Pipeline.mp4
MP4
152.9 MB
3. Designing a Custom Pipeline.vtt
VTT
19.8 KB
3. Knowledge requirements.mp4
MP4
17.2 MB
3. Knowledge requirements.vtt
VTT
4.4 KB
3. Machine Learning Pipeline Feature Selection.mp4
MP4
48.4 MB
3. Machine Learning Pipeline Feature Selection.vtt
VTT
11.2 KB
3. Machine Learning System Approaches.mp4
MP4
30 MB
3. Machine Learning System Approaches.vtt
VTT
5.2 KB
3. Section 5.3 - How to Use the Course Resources, Monorepos + Git Refresher.mp4
MP4
37.8 MB
3. Section 5.3 - How to Use the Course Resources, Monorepos + Git Refresher.vtt
VTT
3.2 KB
3.1 CNN_Analysis_and Model.zip.zip
ZIP
1.5 MB
3.1 CustomPipeline.zip.zip
ZIP
2.8 KB
3.1 Section10.3_Notes.pdf.pdf
PDF
69 KB
3.1 Section11.3_Notes.pdf.pdf
PDF
58.5 KB
3.1 Section12.3_Notes.pdf.pdf
PDF
55.1 KB
3.1 Section3.3_Notes.pdf.pdf
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71 KB
3.1 Section5.3a_Notes.pdf.pdf
PDF
85.5 KB
3.1 Section6.3_Notes.pdf.pdf
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75.4 KB
3.1 Section7.2b_Notes.pdf.pdf
PDF
81.6 KB
3.1 Section8.3_Notes.pdf.pdf
PDF
63.8 KB
4. 10.4 - Testing the Deployment Manually.mp4
MP4
12.3 MB
4. 10.4 - Testing the Deployment Manually.vtt
VTT
1.6 KB
4. 11.4 Building and Running the Docker Container.mp4
MP4
26.7 MB
4. 11.4 Building and Running the Docker Container.vtt
VTT
3.6 KB
4. 12.3b - Container Orchestration Options Kubernetes, ECS, Docker Swarm.mp4
MP4
23.8 MB
4. 12.3b - Container Orchestration Options Kubernetes, ECS, Docker Swarm.vtt
VTT
3.6 KB
4. 6.4a - Gotchas.html
HTML
1.2 KB
4. 7.3 - Adding Config and Logging.mp4
MP4
33 MB
4. 7.3 - Adding Config and Logging.vtt
VTT
3.9 KB
4. 8.4 - Publishing the Model to Gemfury.mp4
MP4
69.1 MB
4. 8.4 - Publishing the Model to Gemfury.vtt
VTT
7.3 KB
4. 9.4 - Differential Tests in CI (Part 2 of 2).mp4
MP4
32.8 MB
4. 9.4 - Differential Tests in CI (Part 2 of 2).vtt
VTT
3.2 KB
4. How to Approach this course.html
HTML
3.3 KB
4. Leveraging a Third Party Pipeline Scikit-Learn.mp4
MP4
56.7 MB
4. Leveraging a Third Party Pipeline Scikit-Learn.vtt
VTT
9.6 KB
4. Machine Learning Pipeline Model Building.mp4
MP4
17.8 MB
4. Machine Learning Pipeline Model Building.vtt
VTT
3.5 KB
4. Machine Learning System Component Breakdown.mp4
MP4
29.5 MB
4. Machine Learning System Component Breakdown.vtt
VTT
6.1 KB
4. Production Code for a CNN Learning Pipeline.mp4
MP4
79.5 MB
4. Production Code for a CNN Learning Pipeline.vtt
VTT
9.1 KB
4. Section5.3b - Opening Pull Requests.mp4
MP4
36.2 MB
4. Section5.3b - Opening Pull Requests.vtt
VTT
3 KB
4.1 CNNProdCode.zip.zip
ZIP
4.7 KB
4.1 Section10.4_Notes.pdf.pdf
PDF
69.8 KB
4.1 Section11.4_Notes.pdf.pdf
PDF
94.1 KB
4.1 Section12.3_Notes.pdf.pdf
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55.1 KB
4.1 Section3.4_Notes.pdf.pdf
PDF
78.8 KB
4.1 Section5.3b_Notes.pdf.pdf
PDF
99.6 KB
4.1 Section6.4_Notes.pdf.pdf
PDF
98.8 KB
4.1 Section7.3_Notes.pdf.pdf
PDF
83.1 KB
4.1 Section8.4_Notes.pdf.pdf
PDF
100.8 KB
4.1 Section9.4_Notes.pdf.pdf
PDF
100.6 KB
5. 10.5 - Deploying to Heroku via CI.mp4
MP4
29.1 MB
5. 10.5 - Deploying to Heroku via CI.vtt
VTT
3.7 KB
5. 11.5 Releasing to Heroku with Docker.mp4
MP4
46.9 MB
5. 11.5 Releasing to Heroku with Docker.vtt
VTT
5.2 KB
5. 12.4 - Create an AWS Account.mp4
MP4
4.9 MB
5. 12.4 - Create an AWS Account.vtt
VTT
614.4 B
5. 6.4 - Making Predictions with the Model.mp4
MP4
44.7 MB
5. 6.4 - Making Predictions with the Model.vtt
VTT
4.8 KB
5. 7.4 - Adding the Prediction Endpoint.mp4
MP4
38.9 MB
5. 7.4 - Adding the Prediction Endpoint.vtt
VTT
4 KB
5. 8.5 - Testing the CI Pipeline.mp4
MP4
50.1 MB
5. 8.5 - Testing the CI Pipeline.vtt
VTT
4.9 KB
5. 9.5 Wrap Up.mp4
MP4
12.7 MB
5. 9.5 Wrap Up.vtt
VTT
2 KB
5. Building a Reproducible Machine Learning Pipeline.mp4
MP4
77.1 MB
5. Building a Reproducible Machine Learning Pipeline.vtt
VTT
12.7 KB
5. Guide to Setting up your Computer.html
HTML
3.9 KB
5. Jupyter notebooks covered in this section.html
HTML
102.4 B
5. Reproducibility in Neural Networks.mp4
MP4
17 MB
5. Reproducibility in Neural Networks.vtt
VTT
3.7 KB
5. Section5.3c - Primer on Monorepos.mp4
MP4
18.3 MB
5. Section5.3c - Primer on Monorepos.vtt
VTT
2.1 KB
5. Third Party Pipeline Create Scikit-Learn compatible Feature Transformers.mp4
MP4
84.3 MB
5. Third Party Pipeline Create Scikit-Learn compatible Feature Transformers.vtt
VTT
13.8 KB
5.1 MLPipeline-Notebooks.zip.zip
ZIP
1.2 MB
5.1 Section10.5_Notes.pdf.pdf
PDF
67.9 KB
5.1 Section11.5_Notes.pdf.pdf
PDF
56.6 KB
5.1 Section12.4_Notes.pdf.pdf
PDF
53.5 KB
5.1 Section5.3c_Notes.pdf.pdf
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53.9 KB
5.1 Section6.4_Notes.pdf.pdf
PDF
98.8 KB
5.1 Section7.4_Notes.pdf.pdf
PDF
81.5 KB
5.1 Section8.5_Notes.pdf.pdf
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88.8 KB
5.1 Section9.5_Notes.pdf.pdf
PDF
69.5 KB
5.1 preprocessors.py.py
PY
5.5 KB
6. 10.6 - Wrap Up.mp4
MP4
13.5 MB
6. 10.6 - Wrap Up.vtt
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2.1 KB
6. 11.6 - Wrap Up.mp4
MP4
7.7 MB
6. 11.6 - Wrap Up.vtt
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1.6 KB
6. 12.5 - Setting Permissions with IAM.mp4
MP4
23.2 MB
6. 12.5 - Setting Permissions with IAM.vtt
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3 KB
6. 6.5 - Data Validation in the Model Package.mp4
MP4
32.5 MB
6. 6.5 - Data Validation in the Model Package.vtt
VTT
3.1 KB
6. 7.5 - Adding a Version Endpoint.mp4
MP4
15.4 MB
6. 7.5 - Adding a Version Endpoint.vtt
VTT
1.9 KB
6. 8.6 - Wrap Up.mp4
MP4
5.3 MB
6. 8.6 - Wrap Up.vtt
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1 KB
6. Additional Reading Resources.html
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1 KB
6. Data Analysis - Demo.mp4
MP4
135.4 MB
6. Data Analysis - Demo.vtt
VTT
21.3 KB
6. Section 5.4a - Operating System Differences and Gotchas.mp4
MP4
8.2 MB
6. Section 5.4a - Operating System Differences and Gotchas.vtt
VTT
1.8 KB
6. Setting the Seed for Keras.html
HTML
3.6 KB
6. Slides covered in this course.html
HTML
102.4 B
6. Third Party Pipeline Closing Remarks.mp4
MP4
10 MB
6. Third Party Pipeline Closing Remarks.vtt
VTT
2.3 KB
6.1 DMLM_Slides.zip.zip
ZIP
13.4 MB
6.1 Section10.6_Notes.pdf.pdf
PDF
63.9 KB
6.1 Section11.6_Notes.pdf.pdf
PDF
82.4 KB
6.1 Section12.5_Notes.pdf.pdf
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57.9 KB
6.1 Section5.4_Notes.pdf.pdf
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64.5 KB
6.1 Section6.5_Notes.pdf.pdf
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79.3 KB
6.1 Section7.5_Notes.pdf.pdf
PDF
84.3 KB
7. 12.6 - Installing the AWS CLI.mp4
MP4
28.9 MB
7. 12.6 - Installing the AWS CLI.vtt
VTT
2.3 KB
7. 6.6 - Feature Engineering in the Pipeline.mp4
MP4
26.2 MB
7. 6.6 - Feature Engineering in the Pipeline.vtt
VTT
2.5 KB
7. 7.6 - API Schema Validation.mp4
MP4
78.1 MB
7. 7.6 - API Schema Validation.vtt
VTT
7.1 KB
7. Feature Engineering - Demo.mp4
MP4
98.2 MB
7. Feature Engineering - Demo.vtt
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14.1 KB
7. Notes covered in this course.html
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102.4 B
7. Scikit-Learn Pipeline - Code.html
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1.9 KB
7. Section 5.4b - System Path and Pythonpath Demo.mp4
MP4
21.8 MB
7. Section 5.4b - System Path and Pythonpath Demo.vtt
VTT
2.6 KB
7. Seed for Neural Networks - Additional reading resources.html
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409.6 B
7.1 DMLM_Notes.zip.zip
ZIP
1.5 MB
7.1 Section12.6_Notes.pdf.pdf
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56.9 KB
7.1 Section5.4_Notes.pdf.pdf
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7.1 Section6.6_Notes.pdf.pdf
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7.1 Section7.6_Notes.pdf.pdf
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8. 12.7 - Configuring the AWS CLI.mp4
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20.8 MB
8. 12.7 - Configuring the AWS CLI.vtt
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8. 13.8 - Packaging the CNN.mp4
MP4
71.9 MB
8. 13.8 - Packaging the CNN.vtt
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6.1 KB
8. 6.7 - Versioning and Logging.mp4
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70.4 MB
8. 6.7 - Versioning and Logging.vtt
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7 KB
8. 7.7 - Wrap Up.mp4
MP4
6.3 MB
8. 7.7 - Wrap Up.vtt
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1.2 KB
8. Bonus Should feature selection be part of the pipeline.mp4
MP4
28.8 MB
8. Bonus Should feature selection be part of the pipeline.vtt
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6.8 KB
8. FAQ Where can I learn more about the required skills.html
HTML
1 KB
8. Feature Selection - Demo.mp4
MP4
35.4 MB
8. Feature Selection - Demo.vtt
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4.1 KB
8. Section 5.5a - Quick Word for More Advanced Students.mp4
MP4
8.2 MB
8. Section 5.5a - Quick Word for More Advanced Students.vtt
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8.1 Section12.7_Notes.pdf.pdf
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83 KB
8.1 Section13.8_Notes.pdf.pdf
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71.6 KB
8.1 Section6.7_Notes.pdf.pdf
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81.3 KB
9. 12.8 - Intro the Elastic Container Registry (ECR).mp4
MP4
9.4 MB
9. 12.8 - Intro the Elastic Container Registry (ECR).vtt
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1.2 KB
9. 13.9 - Adding the CNN to the API.mp4
MP4
41.3 MB
9. 13.9 - Adding the CNN to the API.vtt
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3.9 KB
9. 6.8 - Building the Package.mp4
MP4
75.9 MB
9. 6.8 - Building the Package.vtt
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7.3 KB
9. Bonus Additional Resources on Scikit-Learn.html
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1.4 KB
9. Model Building - Demo.mp4
MP4
34.1 MB
9. Model Building - Demo.vtt
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5.2 KB
9. Section5.5b - Virtualenv Introduction.mp4
MP4
79.3 MB
9. Section5.5b - Virtualenv Introduction.vtt
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6.9 KB
9.1 Section12.8_Notes.pdf.pdf
PDF
55.3 KB
9.1 Section13.9_Notes.pdf.pdf
PDF
53.2 KB
9.1 Section5.5b_Notes.pdf.pdf
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92.2 KB
9.1 Section6.8_Notes.pdf.pdf
PDF
86 KB
Discuss.FTUForum.com.html
HTML
31.9 KB
FTUForum.com.html
HTML
100.4 KB
FreeCoursesOnline.Me.html
HTML
108.3 KB
How you can help Team-FTU.txt
TXT
204.8 B
Torrent Downloaded From GloDls.to.txt
TXT
102.4 B
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