2023 - KC's Data Odyssey

GCP - Professional Data EngineerGCP - Professional Machine Learning EngineerGCP - Professional Cloud Architect

Action Plans

Preparing for Google Cloud Certification: Cloud Data Engineer Professional Certificate

Action Plans

Preparing for Google Cloud Certification: Machine Learning Engineer Professional Certificate

Google Cloud Big Data and Machine Learning Fundamentals, 2023/08/28
- Labs
  - Exploring a BigQuery Public Dataset
  - Creating a streaming data pipeline for a Real-Time dashboard with Dataflow
  - Predicting Visitor Purchases Using BigQuery ML
  - Predicting loan risk with AutoML
How Google does Machine Learning, 2023/08/28
- Labs
  - Using an image dataset to train an AutoML model
  - Training an AutoML video classification model
Launching into Machine Learning, 2023/09/05
- Labs
  - Improving data quality
  - Exploratory Data Analysis using Python and BigQuery
  - Introduction to linear regression
  - Training an AutoML classification model (Structured data)
  - Using BigQuery ML to predict penguin weight
  - Using the BigQuery ML hyperparameter tuning to improve model performance
TensorFlow on Google Cloud
- Labs
Feature Engineering
- Labs
Machine Learning in the Enterprise, 2023/09/16
- Labs
  - Exploring and Creating an Ecommerce Analytics Pipeline with Cloud Dataprep
  - Vertex AI: Custom Training Job and Prediction Using Managed Datasets
  - Vertex AI: Hyperparameter Tuning
  - Vertex AI Model Monitoring
  - Introduction to Vertex AI Pipelines
  - Running Pipelines on Vertex AI 2.5
Production Machine Learning Systems
- Labs
Machine Learning Operations (MLOps): Getting Started
- Labs
ML Pipelines on Google Cloud
- Labs

Action Plans

Preparing for Google Cloud Certification: Cloud Architect Professional Certificate

Google Cloud Fundamentals: Core Infrastructure, 2022/03/11
- Labs
  - Getting Started with Cloud Marketplace
  - Getting Started with Compute Engine
  - Getting Started with Cloud Storage and Cloud SQL
  - Getting Started with Kubenetes Engine
  - Getting Started with App Engine
  - Getting Started with Deployment Manager and Stackdriver
  - Getting Started with BigQuery
Essential Google Cloud Infrastructure: Foundation, 2022/03/18
- Labs
  - Working with the Google Cloud Console and Cloud Shell
  - Infrastructure Preview
  - VPC Networking
  - Implement Private Google Access and Cloud NAT
  - Creating Virtual Machines
  - Working with Virtual Machines
Essential Google Cloud Infrastructure: Core Services, 2022/03/27
- Labs
  - Exploring IAM
  - Cloud Storage
  - Implementing Cloud SQL
  - Examining Billing Data with BigQuery
  - Resource Monitoring
  - Error Reporting and Debugging
Elastic Google Cloud Infrastructure: Scaling and Automation, 2022/04/09
- Labs
  - Configuring Google Cloud HA VPN
  - Configuring an HTTP Load Balancer with Autoscaling
  - Configuring an Internal Load Balancer
  - Automating the Infrastructure of networks using Terraform
Reliable Google Cloud Infrastructure: Design and Process, 2023/08/01
- Labs
  - Building a DevOps Pipeline (Cloud Source Repositories, Cloud Build, Cloud Container Registry, Compute Engine)
  - Deploying Apps to Google Cloud (App Engine, GKE, Cloud Run)
  - Monitoring Applications in Google Cloud (Cloud Logging, Cloud Trace, Cloud Profiler, Cloud Monitoring, Uptime Check)
Architecting with Google Kubernetes Engine: Foundations, 2023/08/05
- Labs
  - Accessing the Google Cloud Console and Cloud Shell
  - Working with Cloud Build
  - Deploying Google Kubernetes Engine
Preparing for your Professional Cloud Architect Journey, 2023/08/23

2023¶