[FreeCoursesOnline.Me] PacktPub - Data Science Model Deployments and Cloud Computing on GCP

mp4   Hot:1   Size:1.71 GB   Created:2023-08-07 01:13:17   Update:2023-08-07 01:13:17  

File List

  • Chapter 9 Vertex AI - Machine Learning Framework/007. Lab - Model Deployment Flow Using Python SDK.mp4 60.28 MB
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    Chapter 1 Course Introduction and Prerequisites/001. Course Introduction and Section Walkthrough.mp4 8.34 MB
    Chapter 1 Course Introduction and Prerequisites/002. Course Prerequisites.mp4 3.29 MB
    Chapter 2 Modern-Day Cloud Concepts/001. Introduction.mp4 2.02 MB
    Chapter 2 Modern-Day Cloud Concepts/002. Scalability - Horizontal Versus Vertical Scaling.mp4 15.32 MB
    Chapter 2 Modern-Day Cloud Concepts/003. Serverless Versus Servers and Containerization.mp4 31.72 MB
    Chapter 2 Modern-Day Cloud Concepts/004. Microservice Architecture.mp4 13.5 MB
    Chapter 2 Modern-Day Cloud Concepts/005. Event-Driven Architecture.mp4 13.66 MB
    Chapter 3 Get Started with Google Cloud/001. Set Up GCP Trial Account.mp4 15.16 MB
    Chapter 3 Get Started with Google Cloud/002. Google Cloud CLI Setup.mp4 18.37 MB
    Chapter 3 Get Started with Google Cloud/003. Get Comfortable with Basics of gcloud CLI.mp4 38.27 MB
    Chapter 3 Get Started with Google Cloud/004. gsutil and Bash Command Basics.mp4 37.21 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/001. Section Introduction.mp4 1.26 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/002. Introduction to Dockers.mp4 8.48 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/003. Lab - Install Docker Engine.mp4 15.36 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/004. Lab - Run Docker Locally.mp4 23.68 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/005. Lab - Run and Ship Applications Using the Container Registry.mp4 52.03 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/006. Introduction to Cloud Run.mp4 3.61 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/007. Lab - Deploy Python Application to Cloud Run.mp4 43.96 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/008. Cloud Run Application Scalability Parameters.mp4 23.88 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/009. Introduction to Cloud Build.mp4 6.71 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/010. Lab - Python Application Deployment Using Cloud Build.mp4 38.12 MB
    Chapter 4 Cloud Run - Serverless and Containerized Applications/011. Lab - Continuous Deployment Using Cloud Build and GitHub.mp4 44.42 MB
    Chapter 5 Google App Engine - For Serverless Applications/001. Introduction to App Engine.mp4 3.77 MB
    Chapter 5 Google App Engine - For Serverless Applications/002. App Engine - Different Environments.mp4 3.17 MB
    Chapter 5 Google App Engine - For Serverless Applications/003. Lab - Deploy Python Application to App Engine - Part 1.mp4 17.11 MB
    Chapter 5 Google App Engine - For Serverless Applications/004. Lab - Deploy Python Application to App Engine - Part 2.mp4 22.16 MB
    Chapter 5 Google App Engine - For Serverless Applications/005. Lab - Traffic Splitting in App Engine.mp4 14.18 MB
    Chapter 5 Google App Engine - For Serverless Applications/006. Lab - Deploy Python - BigQuery Application.mp4 26.62 MB
    Chapter 5 Google App Engine - For Serverless Applications/007. Caching and Its Use Cases.mp4 10.92 MB
    Chapter 5 Google App Engine - For Serverless Applications/008. Lab - Implement Caching Mechanism in Python Application - Part 1.mp4 43.71 MB
    Chapter 5 Google App Engine - For Serverless Applications/009. Lab - Implement Caching Mechanism in Python Application - Part 2.mp4 12.39 MB
    Chapter 5 Google App Engine - For Serverless Applications/010. Lab - Assignment Implement Caching.mp4 12.15 MB
    Chapter 5 Google App Engine - For Serverless Applications/011. Lab - Python App Deployment in a Flexible Environment.mp4 18.82 MB
    Chapter 5 Google App Engine - For Serverless Applications/012. Lab - Scalability and Instance Types in App Engine.mp4 36.94 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/001. Introduction.mp4 8.56 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/002. Lab - Deploy Python Application Using Cloud Storage Triggers.mp4 52.22 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/003. Lab - Deploy Python Application Using PubSub Triggers.mp4 16.87 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/004. Lab - Deploy Python Application Using HTTP Triggers.mp4 14.98 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/005. Introduction to Cloud Datastore.mp4 6.92 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/006. Overview Product Wishlist Use Case.mp4 5.74 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/007. Lab – Use Case Deployment - Part-1.mp4 45.03 MB
    Chapter 6 Cloud Functions - Serverless and Event-Driven Applications/008. Lab – Use Case Deployment - Part-2.mp4 24.18 MB
    Chapter 7 Data Science Models with Google App Engine/001. Introduction to ML Model Lifecycle.mp4 9.25 MB
    Chapter 7 Data Science Models with Google App Engine/002. Overview - Problem Statement.mp4 7.51 MB
    Chapter 7 Data Science Models with Google App Engine/003. Lab - Deploy Training Code to App Engine.mp4 51.43 MB
    Chapter 7 Data Science Models with Google App Engine/004. Lab - Deploy Model Serving Code to App Engine.mp4 26.64 MB
    Chapter 7 Data Science Models with Google App Engine/005. Overview - New Use Case.mp4 5.25 MB
    Chapter 7 Data Science Models with Google App Engine/006. Lab - Data Validation Using App Engine.mp4 38.05 MB
    Chapter 7 Data Science Models with Google App Engine/007. Lab - Workflow Template Introduction.mp4 26.37 MB
    Chapter 7 Data Science Models with Google App Engine/008. Lab - Final Solution Deployment Using Workflow and App Engine.mp4 60.07 MB
    Chapter 8 Dataproc Serverless PySpark/001. Introduction.mp4 7.86 MB
    Chapter 8 Dataproc Serverless PySpark/002. PySpark Serverless Autoscaling Properties.mp4 6.83 MB
    Chapter 8 Dataproc Serverless PySpark/003. Persistent History Cluster.mp4 28.33 MB
    Chapter 8 Dataproc Serverless PySpark/004. Lab - Develop and Submit PySpark Job.mp4 35.26 MB
    Chapter 8 Dataproc Serverless PySpark/005. Lab - Monitoring and Spark UI.mp4 18.35 MB
    Chapter 8 Dataproc Serverless PySpark/006. Introduction to Airflow.mp4 15.07 MB
    Chapter 8 Dataproc Serverless PySpark/007. Lab - Airflow with Serverless PySpark.mp4 53.06 MB
    Chapter 8 Dataproc Serverless PySpark/008. Wrap Up.mp4 4.8 MB
    Chapter 9 Vertex AI - Machine Learning Framework/001. Introduction.mp4 6.45 MB
    Chapter 9 Vertex AI - Machine Learning Framework/002. Overview – Vertex AI UI.mp4 7.35 MB
    Chapter 9 Vertex AI - Machine Learning Framework/003. Lab - Custom Model Training Using Web Console.mp4 56.92 MB
    Chapter 9 Vertex AI - Machine Learning Framework/004. Lab - Custom Model Training Using SDK and Model Registries.mp4 41.47 MB
    Chapter 9 Vertex AI - Machine Learning Framework/005. Lab - Model Endpoint Deployment.mp4 7.73 MB
    Chapter 9 Vertex AI - Machine Learning Framework/006. Lab - Model Training Flow Using Python SDK.mp4 16.08 MB
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    Chapter 9 Vertex AI - Machine Learning Framework/008. Lab - Model Serving Using Endpoint with Python SDK.mp4 34.03 MB
    Chapter 9 Vertex AI - Machine Learning Framework/009. Introduction to Kubeflow.mp4 12.89 MB
    Chapter 9 Vertex AI - Machine Learning Framework/010. Lab - Code Walkthrough Using Kubeflow and Python.mp4 40.29 MB
    Chapter 9 Vertex AI - Machine Learning Framework/011. Lab - Pipeline Execution in Kubeflow.mp4 30.17 MB
    Chapter 9 Vertex AI - Machine Learning Framework/012. Lab - Final Pipeline Visualization Using Vertex UI and Walkthrough.mp4 11.17 MB
    Chapter 9 Vertex AI - Machine Learning Framework/013. Lab - Add Model Evaluation Step in Kubeflow before Deployment.mp4 35.94 MB
    Chapter 9 Vertex AI - Machine Learning Framework/014. Lab - Reusing Configuration Files for Pipeline Execution and Training.mp4 27.78 MB
    Chapter 9 Vertex AI - Machine Learning Framework/015. Lab - Assignment Use Case - Fetch Data from BigQuery.mp4 7.23 MB
    Chapter 9 Vertex AI - Machine Learning Framework/016. Wrap Up.mp4 6.15 MB
    Chapter 10 Cloud Scheduler and Application Monitoring/001. Introduction to Cloud Scheduler.mp4 3.63 MB
    Chapter 10 Cloud Scheduler and Application Monitoring/002. Lab - Cloud Scheduler in Action.mp4 19.88 MB
    Chapter 10 Cloud Scheduler and Application Monitoring/003. Lab - Set Up Alerting for Google App Engine Applications.mp4 34.26 MB
    Chapter 10 Cloud Scheduler and Application Monitoring/004. Lab - Set Up Alerting for Cloud-Run Applications.mp4 28.7 MB
    Chapter 10 Cloud Scheduler and Application Monitoring/005. Lab Assignment - Set Up Alerting for Cloud Function Applications.mp4 12.17 MB

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