Building Cloud Computing Solutions at Scale Specialization

About Course

Become a Cloud Computing expert with this comprehensive Specialization from Duke University, now completely free! Learn in-demand skills to build scalable, cloud-native solutions on platforms like AWS, Azure, and GCP. This Specialization equips you with the practical knowledge and hands-on experience needed to thrive in the world of cloud computing.

This Specialization covers key areas like:

Cloud Infrastructure: Build foundational cloud infrastructure, including websites using serverless technology and virtual machines. Learn best practices of DevOps.
Microservices Architecture: Master the art of building effective microservices using Flask and Kubernetes, and learn how to continuously deploy them on cloud platforms.
Data Engineering Solutions: Integrate cloud concepts to tackle complex data engineering challenges.
Machine Learning Engineering: Build Flask web applications that serve out machine learning predictions.

Each course features real-world projects allowing you to build your portfolio with demonstrable skills. Showcase your work with demo videos and GitHub repositories. This Specialization is perfect for individuals seeking careers in cloud computing, data engineering, or machine learning. Enroll now and take your career to the next level!

This course is completely free! Available on platforms like Udemy, Udacity, Coursera, MasterClass, NearPeer, and more.

Course Content

01. Cloud Computing Foundations

003 01_instructor-introduction.mp4

00:00
006 02_course-introduction.mp4

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009 03_course-prerequisites.mp4

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010 04_course-structure-and-discussion-etiquette_instructions.html

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011 05_getting-started-and-course-gotchas_instructions.html

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014 01_lab-onboarding.mp4

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015 02_create-a-free-account-with-aws-azure-and-gcp_instructions.html

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016 03_confirming-free-tier-cloud-accounts_quiz.html

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017 01_specialization-project-roadmap-course-1_instructions.html

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020 02_course-1-project-overview.mp4

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021 01_key-terms_instructions.html

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024 02_introduction-to-technical-discussions.mp4

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027 03_technical-discussions-with-markdown-github-and-jupyter-colab.mp4

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030 04_creating-technical-demo-videos.mp4

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033 05_effective-critical-thinking.mp4

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036 06_effective-technical-triple-threat.mp4

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038 07_effective-technical-discussions_instructions.html

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039 08_lesson-reflection_instructions.html

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040 09_quiz-effective-technical-project-management_quiz.html

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041 01_key-terms_instructions.html

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044 02_introduction-to-effective-technical-teamwork.mp4

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047 03_effective-technical-teamwork.mp4

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048 04_lesson-reflections_instructions.html

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049 05_quiz-effective-technical-teamwork_quiz.html

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050 01_key-terms_instructions.html

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053 02_introduction-to-technical-project-management.mp4

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056 03_effective-technical-project-management.mp4

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059 04_ticket-tracking-with-trello.mp4

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062 05_project-planning-with-spreadsheets.mp4

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065 06_project-management-anti-patterns.mp4

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067 07_effective-technical-project-management_instructions.html

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068 08_lesson-reflection_instructions.html

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069 09_quiz-effective-technical-project-management_quiz.html

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075 01_introduction-to-aws-cloud-development.mp4

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077 02_cloud-onboarding-with-amazon-web-services-aws_instructions.html

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078 03_key-terms_instructions.html

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081 04_introduction-to-continuous-integration.mp4

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084 05_cloud-development-with-aws-cloud9.mp4

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087 06_constructing-a-python-project-scaffold.mp4

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090 07_introduction-to-github-actions.mp4

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091 08_review-github-actions-github-project_instructions.html

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092 09_what-is-amazon-codecatalyst_instructions.html

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096 10_setup-amazon-codecatalyst.mp4

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099 11_codewhisperer-natural-language-to-bash-cli.mp4

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100 12_what-is-codewhisperer_instructions.html

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102 13_lesson-reflection_instructions.html

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103 14_quiz-create-an-aws-cloud-development-environment_quiz.html

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104 01_key-terms_instructions.html

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107 02_introduction-to-azure-cloud-development.mp4

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110 03_introduction-to-testing.mp4

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112 04_cloud-onboarding-for-azure_instructions.html

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115 05_cloud-development-with-azure-cloud-shell.mp4

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118 06_azure-cloud-shell-continuous-integration-from-zero.mp4

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119 07_what-is-a-makefile-and-why-do-you-need-it_instructions.html

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120 08_lesson-reflection_instructions.html

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121 09_quiz-create-an-azure-cloud-development-environment_quiz.html

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122 01_key-terms_instructions.html

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125 02_introduction-to-gcp-cloud-development.mp4

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128 03_development-onboarding-with-gcp.mp4

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130 04_cloud-onboarding-for-gcp_instructions.html

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133 05_introduction-to-continuous-delivery.mp4

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136 06_cloud-development-with-google-cloud-shell.mp4

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139 07_gcp-google-app-engine-continuous-delivery-from-zero.mp4

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142 08_microservices-with-gcp-cloud-run.mp4

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145 09_using-google-cloud-functions.mp4

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146 10_gae-cd-github-source-code-walkthrough_instructions.html

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147 11_lesson-reflection_instructions.html

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148 12_quiz-create-a-gcp-cloud-development-environment_quiz.html

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149 01_multi-cloud-continuous-integration_instructions.html

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154 02_introduction-to-cloud-computing.mp4

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157 03_what-is-cloud-computing.mp4

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160 04_cloud-computing-service-models.mp4

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162 05_cloud-computing-service-models_instructions.html

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163 06_lesson-reflection_instructions.html

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164 07_quiz-cloud-computing-service-models_quiz.html

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165 01_key-terms_instructions.html

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166 02_aws-lambda-console-gotchas_instructions.html

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169 03_introduction-to-building-multiple-websites.mp4

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171 04_building-multiple-types-of-websites_instructions.html

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174 05_building-a-static-s3-website-on-aws.mp4

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177 06_using-aws-lambda-console-to-build-python-lambda-function.mp4

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180 07_building-a-serverless-website-on-aws-lambda.mp4

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183 08_building-a-website-on-an-ec2-virtual-machine.mp4

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186 09_building-a-website-using-paas-with-aws-beanstalk.mp4

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189 10_static-websites-with-zola.mp4

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192 11_customizing-zola-theme.mp4

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193 12_lesson-reflection_instructions.html

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194 13_quiz-build-multiple-websites-static-serverless-virtualized-paas_quiz.html

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195 01_key-terms_instructions.html

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198 02_introduction-to-cloud-computing-economics.mp4

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201 03_cloud-computing-economics-a-story.mp4

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204 04_cloud-economics-deep-dive.mp4

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205 05_lesson-reflection_instructions.html

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206 06_quiz-case-studies-of-cloud-computing-economics_quiz.html

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208 01_continuous-delivery-with-aws-elastic-beanstalk_create-deploy-python-flask.html

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214 02_introduction-to-devops.mp4

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215 03_what-is-devops_instructions.html

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219 04_devops-in-the-real-world.mp4

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222 05_benefits-of-devops.mp4

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225 06_devops-best-practices.mp4

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226 07_lesson-reflection_instructions.html

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227 01_key-terms_instructions.html

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230 02_introduction-to-managing-cloud-infrastructure-using-iac.mp4

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231 03_what-is-infrastructure-as-code-iac_instructions.html

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235 04_iac-in-the-real-world.mp4

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238 05_what-is-iac.mp4

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241 06_launching-a-vm-with-terraform-on-gcp.mp4

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243 07_create-a-linux-vm-with-infrastructure-in-azure-using-terraform_instructions.html

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246 08_hello-world-aws-cdk-for-python.mp4

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247 09_lesson-reflection_instructions.html

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248 01_key-terms_instructions.html

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251 02_introduction-to-continuous-pipelines.mp4

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254 03_continuous-delivery-overview.mp4

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257 04_continuous-delivery-deep-dive.mp4

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260 05_continuously-deploy-flask-machine-learning-application-with-azure.mp4

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263 06_continuous-delivery-pipeline-with-a-lint-operation-using-azure.mp4

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265 07_continuous-delivery-for-hugo-static-site-from-zero_instructions.html

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268 08_initial-setup-of-aws-cloud9-and-github-for-hugo.mp4

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271 09_build-hugo-directory-in-aws-cloud9.mp4

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274 10_copy-hugo-data-into-aws-cloud9-s3-bucket.mp4

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277 11_automatic-updating-of-hugo-in-aws-cloud9.mp4

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278 12_lesson-reflection_instructions.html

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279 13_quiz-develop-continuous-pipelines_quiz.html

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280 01_devops-principles-quiz_exam.html

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284 02_next-steps_instructions.html

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cloud-computing-foundations-duke-syllabus-parsed.json

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Section Quiz

02. Cloud Virtualization, Containers and APIs

003 01_instructor-introduction.mp4

00:00
006 02_course-introduction.mp4

00:00
007 03_getting-started-and-course-gotchas_instructions.html

00:00
010 04_course-prerequisites.mp4

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011 05_course-structure-and-discussion-etiquette_instructions.html

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014 01_lab-onboarding.mp4

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015 02_create-a-free-account-with-aws-azure-and-gcp_instructions.html

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016 01_specialization-project-roadmap-course-2_instructions.html

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019 02_course-2-project-overview.mp4

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020 01_key-terms_instructions.html

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023 02_introduction-to-virtual-machines.mp4

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026 03_containers-vs-virtual-machines.mp4

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027 04_red-hat-on-containers-vs-vms_instructions.html

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029 05_microsoft-learn-on-containers-vs-vms_instructions.html

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032 06_how-do-spot-instances-work.mp4

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035 07_launch-an-aws-spot-instance.mp4

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038 08_create-a-gcp-virtual-machine-from-terminal.mp4

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039 09_launch-vm-quiklabs_instructions.html

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042 10_create-compute-cluster-in-azure-ml-studio.mp4

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045 11_aws-cloud-shell.mp4

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048 12_google-cloud-shell.mp4

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049 13_lesson-reflection_instructions.html

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050 14_quiz-virtual-machines_quiz.html

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051 01_key-terms_instructions.html

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054 02_introduction-to-containers.mp4

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057 03_using-containers.mp4

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060 04_what-is-docker.mp4

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063 05_run-a-container-from-docker-hub.mp4

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065 06_docker-format-containers_instructions.html

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066 07_container-from-scratch-github-repo_instructions.html

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069 08_build-a-docker-container-project-from-scratch.mp4

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072 09_push-to-project-to-aws-ecr-registry.mp4

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073 10_containerized-flask-microservice-locally_instructions.html

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076 11_what-is-distroless.mp4

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077 12_distroless-project_instructions.html

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080 13_rust-distroless-pytorch-walkthrough.mp4

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083 14_rust-distroless-pytorch-running-demo.mp4

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084 15_lesson-reflection_instructions.html

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085 16_quiz-containers_quiz.html

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086 01_key-terms_instructions.html

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089 02_introduction-to-kubernetes.mp4

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092 03_overview-of-kubernetes.mp4

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095 04_kubernetes-key-concepts.mp4

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098 05_kubernetes-pods-and-nodes.mp4

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101 06_kubernetes-cluster.mp4

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102 07_more-on-kubernetes_instructions.html

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106 08_deploy-app-to-kubernetes-on-gke.mp4

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109 09_kubernetes-demo.mp4

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112 10_options-container-orchestration.mp4

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114 11_containers-and-deployment-from-an-aws-perspective_instructions.html

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117 12_minikube-fastapi-demo.mp4

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118 13_quiz-kubernetes_quiz.html

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119 14_lesson-reflection_instructions.html

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121 01_deploy-a-kubernetes-python-flask-app_instructions.html

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127 02_introduction-to-microservices.mp4

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128 03_how-to-transform_instructions.html

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131 04_what-is-a-microservice.mp4

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132 05_what-is-json_instructions.html

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134 06_microservices-with-aws-lambda_instructions.html

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137 07_running-microservices.mp4

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138 08_operationalizing-a-microservice_instructions.html

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140 09_lesson-reflection_instructions.html

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141 10_quiz-what-is-a-microservice_quiz.html

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142 01_key-terms_instructions.html

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145 02_introduction-to-flask.mp4

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148 03_what-is-flask.mp4

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151 04_flask-change-microservice.mp4

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154 05_flask-azure-microservice.mp4

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155 06_flask-random-fruit-external-lab_instructions.html

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156 07_lesson-reflection_instructions.html

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157 08_quiz-using-flask_quiz.html

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158 01_key-terms_instructions.html

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161 02_introduction-to-serverless-microservices.mp4

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164 03_serverless-functions-overview.mp4

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167 04_build-marco-polo-aws-lambda.mp4

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170 05_build-marco-polo-step-function.mp4

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173 06_build-aws-s3-bucket-trigger.mp4

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174 07_serverless-cookbook-repository_instructions.html

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175 08_learn-about-aws-sam-serverless-application-model_instructions.html

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180 09_cli-trigger-of-lambda.mp4

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183 10_google-cloud-function-change.mp4

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184 11_cargo-lambda_instructions.html

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186 12_aws-step-functions_instructions.html

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189 13_using-aws-lambda-console.mp4

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192 14_using-step-functions.mp4

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195 15_invoking-step-functions-cli.mp4

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198 16_building-rust-aws-lambda-add-function.mp4

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201 17_building-rust-aws-lambda-divide-by-two-function.mp4

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204 18_invoking-aws-step-functions-from-cli.mp4

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207 19_rust-aws-step-functions.mp4

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210 20_demo-app-engine-rust-deploy.mp4

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211 21_lesson-reflection_instructions.html

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212 22_quiz-serverless-microservices_quiz.html

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213 01_enhance-a-flask-microservice_instructions.html

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218 02_introduction-to-monitoring-and-alerts.mp4

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219 03_scaling-and-monitoring_instructions.html

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223 04_effective-monitoring-and-alerts.mp4

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226 05_monitoring-triggers-and-alerts-with-aws-cloudwatch.mp4

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229 06_building-an-alert-from-scratch.mp4

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232 07_monitoring-and-logging-with-google-app-engine-rust-microservice.mp4

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233 08_lesson-reflection_instructions.html

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234 09_quiz-monitoring-and-alerts_quiz.html

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235 01_key-terms_instructions.html

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238 02_introduction-to-load-testing.mp4

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241 03_effective-load-testing.mp4

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244 04_flask-locust-load-test.mp4

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247 05_locust-load-test-in-github-codespaces.mp4

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248 06_flask-load-test_instructions.html

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251 07_prometheus-monitoring.mp4

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252 08_prometheus-monitoring_instructions.html

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253 09_locust-first-test_instructions.html

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255 10_lesson-reflection_instructions.html

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256 11_quiz-load-testing_quiz.html

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257 01_key-terms_instructions.html

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260 02_introduction-to-kaizen.mp4

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263 03_effective-continuous-improvement.mp4

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266 04_what-are-the-five-whys.mp4

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267 05_toyota-production-system_instructions.html

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269 06_quiz-kaizen_quiz.html

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270 01_load-test-a-flask-microservice_instructions.html

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281 02_next-steps_instructions.html

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cloud-virtualization-containers-api-duke-syllabus-parsed.json

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Section Quiz

03. Cloud Data Engineering

003 01_instructor-introduction.mp4

00:00
004 02_getting-started-and-course-gotchas_instructions.html

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007 03_course-introduction.mp4

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010 04_lab-onboarding.mp4

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011 05_specialization-project-roadmap-course-3_instructions.html

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014 06_course-3-project-overview.mp4

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015 07_course-structure-and-discussion-etiquette_instructions.html

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016 01_key-terms_instructions.html

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019 02_introduction-to-the-end-of-moores-law.mp4

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022 03_the-problem-with-concurrency-in-python.mp4

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025 04_exploring-the-end-of-moores-law.mp4

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027 05_the-end-of-moores-law_instructions.html

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030 06_using-cuda-and-numba.mp4

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031 07_numba-user-guide_5minguide.html

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035 08_what-is-an-asic.mp4

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036 09_custom-silicon_instructions.html

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039 10_taking-advantage-of-colab-pro.mp4

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042 11_exploring-colab-ai.mp4

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043 12_lesson-reflection_instructions.html

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044 13_quiz-the-end-of-moores-law_quiz.html

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045 01_key-terms_instructions.html

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048 02_introduction-to-distributed-systems.mp4

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051 03_logging-and-instrumentation-distributed-systems.mp4

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054 04_cap-theorem.mp4

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057 05_amdahls-law.mp4

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060 06_elasticity.mp4

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063 07_highly-available-nine-nine-s.mp4

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064 08_python-debugger_instructions.html

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066 09_python-logging_instructions.html

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070 10_debugging-python-code.mp4

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072 11_implementing-elasticity-high-availability-and-monitoring-in-the-aws-cloud_instructions.html

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073 12_lesson-reflection_instructions.html

00:00
074 13_quiz-build-distributed-systems_quiz.html

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075 01_key-terms_instructions.html

00:00
076 02_introduction-to-cloud-data-platforms_instructions.html

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079 03_exploring-google-bigquery.mp4

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082 04_what-is-big-data.mp4

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085 05_data-lakes.mp4

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088 06_big-data-processing.mp4

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091 07_introduction-to-aws-data-engineering-design-principles.mp4

00:00
094 08_processing-big-data-with-aws.mp4

00:00
095 09_what-is-a-lakehouse-platform_instructions.html

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099 10_transform-data-with-databricks-spark-sql.mp4

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100 11_snowpark-ml_instructions.html

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102 12_quiz-understand-big-data-and-data-processing-platforms_quiz.html

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103 13_lesson-reflection_instructions.html

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104 01_key-terms_instructions.html

00:00
105 02_turbocharging-python-with-command-line-tools_index.html

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109 03_creating-high-performance-code_instructions.html

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111 04_quiz-high-performance-code_quiz.html

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112 05_lesson-reflection_instructions.html

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113 01_week-1-quiz_exam.html

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117 02_introduction-to-data-engineering.mp4

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120 03_data-driven-organizations.mp4

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123 04_what-is-data-engineering.mp4

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126 05_batch-vs-streaming-vs-events.mp4

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129 06_ingesting-by-batch-or-stream.mp4

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130 07_python-generators_classes.html

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132 08_lesson-reflection_instructions.html

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133 09_quiz-what-is-data-engineering_quiz.html

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134 01_key-terms_instructions.html

00:00
137 02_building-cli-tools-with-click.mp4

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140 03_building-containerized-command-line-tools.mp4

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141 04_python-and-rust_instructions.html

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145 05_rust-and-python.mp4

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148 06_python-calculator-cli.mp4

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151 07_caesar-cipher-cli.mp4

00:00
152 08_quiz-using-command-line-tools-in-rust-and-python_quiz.html

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153 09_lesson-reflection_instructions.html

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154 01_key-terms_instructions.html

00:00
157 02_advanced-testing-with-amazon-codeguru.mp4

00:00
160 03_advanced-testing-with-aws-codebuild.mp4

00:00
163 04_mapping-functions-to-cli-part-1.mp4

00:00
166 05_mapping-functions-to-cli-part-2.mp4

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167 06_aws-codewhisperer-for-data-engineering_instructions.html

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171 07_aws-codewhisperer-cli.mp4

00:00
174 08_aws-codewhisperer-sdk.mp4

00:00
175 09_lesson-reflection_instructions.html

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176 10_quiz-advanced-code-testing-and-ai-enhanced-development-techniques_quiz.html

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177 01_extending-command-line-data-processing-tool_instructions.html

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182 02_introduction-to-serverless-data-engineering.mp4

00:00
183 03_lambda-console-gotchas_instructions.html

00:00
186 04_automating-pipelines.mp4

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189 05_what-is-serverless.mp4

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192 06_serverless-concepts-service-model.mp4

00:00
195 07_serverless-concepts-functions.mp4

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198 08_serverless-concepts-ecosystem.mp4

00:00
201 09_aws-lambda-overview.mp4

00:00
204 10_introduction-to-aws-cloud9.mp4

00:00
207 11_aws-lambda-event-handling.mp4

00:00
210 12_aws-lambda-hello-world.mp4

00:00
213 13_aws-lambda-deploy-testing.mp4

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216 14_aws-lambda-wikipedia-example.mp4

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219 15_build-a-serverless-data-pipeline.mp4

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222 16_serverless-cookbook-with-aws.mp4

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225 17_serverless-cookbook-with-gcp.mp4

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226 18_using-amazon-efs-for-aws-lambda_instructions.html

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228 19_lesson-reflection_instructions.html

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229 20_quiz-build-a-serverless-data-engineering-system_quiz.html

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230 01_key-terms_instructions.html

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233 02_introduction-to-data-governance.mp4

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236 03_what-is-data-governance.mp4

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239 04_the-principle-of-least-privilege.mp4

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242 05_cloud-security-with-iam-on-aws.mp4

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245 06_aws-shared-security-model.mp4

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248 07_aws-iam-service.mp4

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251 08_aws-cloud-security-operations.mp4

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254 09_encrypt-at-rest-and-transit.mp4

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255 10_lesson-reflection_instructions.html

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256 11_quiz-effective-data-governance_quiz.html

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258 01_building-computer-vision-label-trigger-for-s3_instructions.html

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263 02_introduction-to-extract-transform-load-etl.mp4

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266 03_what-is-etl.mp4

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269 04_ingesting-and-preparing-data-on-aws.mp4

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272 05_using-amazon-athena-with-aws-glue.mp4

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275 06_real-world-problems-in-etl.mp4

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276 07_lesson-reflection_instructions.html

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277 08_quiz-effective-etl_quiz.html

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278 01_key-terms_instructions.html

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281 02_introduction-to-cloud-databases.mp4

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284 03_one-size-does-not-fit-all-in-the-cloud.mp4

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286 04_cloud-databases_instructions.html

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289 05_mysql-overview.mp4

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292 06_mysql-from-terminal.mp4

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295 07_archive-and-drop-database.mp4

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298 08_import-external-database-sakila.mp4

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301 09_modify-database-sakila.mp4

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304 10_bash-pipelines-with-mysql.mp4

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307 11_mysql-to-python-standard-library-web-server.mp4

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310 12_big-query-with-prompt-engineering.mp4

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313 13_big-query-colab-pipeline.mp4

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314 14_quiz-cloud-databases_quiz.html

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315 15_lesson-reflection_instructions.html

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316 01_key-terms_instructions.html

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319 02_introduction-to-cloud-storage.mp4

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322 03_why-cloud-storage.mp4

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324 04_cloud-storage-solutions_instructions.html

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327 05_cloud-storage-deep-dive.mp4

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330 06_using-amazon-s3.mp4

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331 07_lesson-reflection_instructions.html

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332 08_quiz-cloud-storage_quiz.html

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333 01_week-4-quiz_exam.html

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336 02_next-steps_instructions.html

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cloud-data-engineering-duke-syllabus-parsed.json

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Section Quiz

04. Cloud Machine Learning Engineering and MLOps

003 01_instructor-introduction.mp4

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006 02_course-introduction.mp4

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009 03_lab-onboarding.mp4

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010 04_specialization-project-roadmap-course-4_instructions.html

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013 05_course-4-project-overview.mp4

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014 06_course-structure-and-discussion-etiquette_instructions.html

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017 01_introduction-to-machine-learning-engineering.mp4

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020 02_machine-learning-engineering-overview.mp4

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023 03_machine-learning-engineering-architecture.mp4

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024 04_jupyter-notebook-workflow-for-machine-learning_instructions.html

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026 05_k-means-clustering-sample-dataset_05.11-k-means.html

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031 01_introduction-to-machine-learning-microservices.mp4

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034 02_machine-learning-microservices-overview.mp4

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037 03_monolithic-versus-microservice.mp4

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040 01_introduction-to-continuous-delivery-for-machine-learning.mp4

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043 02_continuous-delivery-for-machine-learning-overview.mp4

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046 03_what-is-data-drift.mp4

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049 04_continuously-deploy-flask-ml-application.mp4

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052 05_aws-app-runner-high-level-paas-continuous-delivery.mp4

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057 01_introduction-to-automl.mp4

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060 02_what-is-automl.mp4

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063 03_automl-computer-vision.mp4

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066 04_introduction-to-no-code-low-code.mp4

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069 05_no-code-low-code-automl-part-1.mp4

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072 06_no-code-low-code-automl-part-2.mp4

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075 07_apple-create-ml-automl.mp4

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076 08_managed-machine-learning-systems_instructions.html

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080 01_introduction-to-ludwig-automl.mp4

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083 02_what-is-ludwig-automl.mp4

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086 03_ludwig-automl-deep-dive.mp4

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089 04_ludwig-automl-by-example.mp4

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092 01_introduction-to-cloud-automl.mp4

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095 02_what-is-cloud-automl.mp4

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098 03_cloud-automl-deep-dive.mp4

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101 04_guest-speaker-alfredo-deza.mp4

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104 05_introduction-to-azure-machine-learning-studio.mp4

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107 06_create-a-dataset-in-azure-machine-learning-studio.mp4

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110 07_automated-ml-run-in-azure-machine-learning-studio.mp4

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113 08_experiments-in-azure-machine-learning-studio.mp4

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116 09_deploy-a-module-in-azure-machine-learning-studio.mp4

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119 10_test-endpoints-in-azure-machine-learning-studio.mp4

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127 01_introduction-to-mlops.mp4

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130 02_what-is-mlops.mp4

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133 03_mlops-deep-dive.mp4

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136 01_introduction-to-edge-machine-learning.mp4

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139 02_what-is-edge-machine-learning.mp4

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142 03_edge-machine-learning-vision-in-action.mp4

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145 04_hardware-inference-model-solutions-in-edge-machine-learning.mp4

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148 05_edge-machine-learning-in-google.mp4

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151 06_edge-machine-learning-in-aws.mp4

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154 01_introduction-to-ai-apis.mp4

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157 02_how-to-use-ai-apis.mp4

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160 03_core-components-of-a-cloud-application.mp4

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163 04_aws-comprehend-for-natural-language-processing.mp4

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166 05_aws-rekognition-for-computer-vision.mp4

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169 06_gcp-automl-for-natural-language-processing.mp4

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172 07_gcp-automl-for-computer-vision.mp4

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175 08_azure-automl-for-ai-predictions.mp4

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178 09_azure-automl-for-computer-vision.mp4

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181 10_core-components-of-a-cloud-application-recap.mp4

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184 01_steps-to-developing-an-api.mp4

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187 02_flask-machine-learning-backend.mp4

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190 03_checklist-for-building-professional-web-services.mp4

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192 01_deep-dive-use-a-low-code-or-no-code-cloud-ai-api-to-solve-a-problem_instructions.html

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197 02_next-steps_instructions.html

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cloud-machine-learning-engineering-mlops-duke-syllabus-parsed.json

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Section Quiz

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Course Content

01. Cloud Computing Foundations

003 01_instructor-introduction.mp4

006 02_course-introduction.mp4

009 03_course-prerequisites.mp4

010 04_course-structure-and-discussion-etiquette_instructions.html

011 05_getting-started-and-course-gotchas_instructions.html

014 01_lab-onboarding.mp4

015 02_create-a-free-account-with-aws-azure-and-gcp_instructions.html

016 03_confirming-free-tier-cloud-accounts_quiz.html

017 01_specialization-project-roadmap-course-1_instructions.html

020 02_course-1-project-overview.mp4

021 01_key-terms_instructions.html

024 02_introduction-to-technical-discussions.mp4

027 03_technical-discussions-with-markdown-github-and-jupyter-colab.mp4

030 04_creating-technical-demo-videos.mp4

033 05_effective-critical-thinking.mp4

036 06_effective-technical-triple-threat.mp4

038 07_effective-technical-discussions_instructions.html

039 08_lesson-reflection_instructions.html

040 09_quiz-effective-technical-project-management_quiz.html

041 01_key-terms_instructions.html

044 02_introduction-to-effective-technical-teamwork.mp4

047 03_effective-technical-teamwork.mp4

048 04_lesson-reflections_instructions.html

049 05_quiz-effective-technical-teamwork_quiz.html

050 01_key-terms_instructions.html

053 02_introduction-to-technical-project-management.mp4

056 03_effective-technical-project-management.mp4

059 04_ticket-tracking-with-trello.mp4

062 05_project-planning-with-spreadsheets.mp4

065 06_project-management-anti-patterns.mp4

067 07_effective-technical-project-management_instructions.html

068 08_lesson-reflection_instructions.html

069 09_quiz-effective-technical-project-management_quiz.html

075 01_introduction-to-aws-cloud-development.mp4

077 02_cloud-onboarding-with-amazon-web-services-aws_instructions.html

078 03_key-terms_instructions.html

081 04_introduction-to-continuous-integration.mp4

084 05_cloud-development-with-aws-cloud9.mp4

087 06_constructing-a-python-project-scaffold.mp4

090 07_introduction-to-github-actions.mp4

091 08_review-github-actions-github-project_instructions.html

092 09_what-is-amazon-codecatalyst_instructions.html

096 10_setup-amazon-codecatalyst.mp4

099 11_codewhisperer-natural-language-to-bash-cli.mp4

100 12_what-is-codewhisperer_instructions.html

102 13_lesson-reflection_instructions.html

103 14_quiz-create-an-aws-cloud-development-environment_quiz.html

104 01_key-terms_instructions.html

107 02_introduction-to-azure-cloud-development.mp4

110 03_introduction-to-testing.mp4

112 04_cloud-onboarding-for-azure_instructions.html

115 05_cloud-development-with-azure-cloud-shell.mp4

118 06_azure-cloud-shell-continuous-integration-from-zero.mp4

119 07_what-is-a-makefile-and-why-do-you-need-it_instructions.html

120 08_lesson-reflection_instructions.html

121 09_quiz-create-an-azure-cloud-development-environment_quiz.html

122 01_key-terms_instructions.html

125 02_introduction-to-gcp-cloud-development.mp4

128 03_development-onboarding-with-gcp.mp4

130 04_cloud-onboarding-for-gcp_instructions.html

133 05_introduction-to-continuous-delivery.mp4

136 06_cloud-development-with-google-cloud-shell.mp4

139 07_gcp-google-app-engine-continuous-delivery-from-zero.mp4

142 08_microservices-with-gcp-cloud-run.mp4

145 09_using-google-cloud-functions.mp4

146 10_gae-cd-github-source-code-walkthrough_instructions.html

147 11_lesson-reflection_instructions.html

148 12_quiz-create-a-gcp-cloud-development-environment_quiz.html

149 01_multi-cloud-continuous-integration_instructions.html

154 02_introduction-to-cloud-computing.mp4

157 03_what-is-cloud-computing.mp4

160 04_cloud-computing-service-models.mp4

162 05_cloud-computing-service-models_instructions.html

163 06_lesson-reflection_instructions.html

164 07_quiz-cloud-computing-service-models_quiz.html

165 01_key-terms_instructions.html