GCP ML/Data labs
GCP ML/Data labs#
Machine Learning Engineer Learning Path [courses]
Lab - A Tour of Google Cloud Hands-on Labs
Course - Google Cloud Big Data and Machine Learning Fundamentals
Course - How Google Does Machine Learning
Course - Launching into Machine Learning
Course - TensorFlow on Google Cloud
Course - Feature Engineering
Course - Machine Learning in the Enterprise
Course - Production Machine Learning Systems (AI Platform, Vertex AI)
Course - Computer Vision Fundamentals with Google Cloud
Course - Natural Language Processing on Google Cloud
Course - Recommendation Systems on Google Cloud
Course - MLOps (Machine Learning Operations) Fundamentals
Course - ML Pipelines on Google Cloud (outdated - AI Platform)
Quest - Perform Foundational Data, ML, and AI Tasks in Google Cloud (Introductory)
Lab (Intermediate) - Vertex AI: Qwik Start
Lab (Introductory) - Dataprep: Qwik Start
Lab (Introductory) - Dataflow: Qwik Start - Templates
Lab (Introductory) - Dataflow: Qwik Start - Python
Lab (Introductory) - Dataproc: Qwik Start - Console
Lab (Introductory) - Dataproc: Qwik Start - Command Line
Lab (Introductory) - Cloud Natural Language API: Qwik Start
Lab (Introductory) - Google Cloud Speech API: Qwik Start
Lab (Introductory) - Video Intelligence: Qwik Start
Lab - Perform Foundational Data, ML, and AI Tasks in Google Cloud: Challenge Lab
Quest - Build and Deploy Machine Learning Solutions on Vertex AI (Advanced)
Lab (Intermediate) - Vertex AI: Qwik Start
Lab (Intermediate) - Identify Damaged Car Parts with Vertex AutoML Vision
Lab (Intermediate) - Deploy a BigQuery ML Customer Churn Classifier to Vertex AI for Online Predictions
Lab (Intermediate) - Vertex Pipelines: Qwik Start
Lab (Intermediate) - Build and Deploy Machine Learning Solutions with Vertex AI: Challenge Lab
Machine Learning, Data Science quests/labs
Quest (Introductory) - Create ML Models with BigQuery ML
Lab - Getting Started with BigQuery Machine Learning
Lab - Predict Visitor Purchases with a Classification Model in BQML
Lab - Predict Taxi Fare with a BigQuery ML Forecasting Model
Lab - Bracketology with Google Machine Learning
Lab - Integrating BigQuery ML with Dialogflow ES Chatbot
Lab - Create ML Models with BigQuery ML: Challenge Lab
Quest (Introductory) - Predict Soccer Match Outcomes with BigQuery ML
Quest (Intermediate) - Engineer Data in Google Cloud
Lab - Creating a Data Transformation Pipeline with Cloud Dataprep
Lab - ETL Processing on Google Cloud Using Dataflow and BigQuery
Lab - Predict Visitor Purchases with a Classification Model in BigQuery ML
Lab - Cloud Composer: Copying BigQuery Tables Across Different Locations
Lab - Engineer Data in Google Cloud: Challenge Lab
Quest (Intermediate) - Language, Speech, Text, & Translation with Google Cloud APIs
Lab - Speech to Text Transcription with the Cloud Speech API
Lab - Measuring and Improving Speech Accuracy
Lab - Translate Text with the Cloud Translation API
Lab - Classify Text into Categories with the Natural Language API
Lab - Entity and Sentiment Analysis with the Natural Language API
Lab - It Speaks! Create Synthetic Speech Using Text-to-Speech
Vertex AI related quests/labs [33 results]
Course (Introductory) - Smart Analytics, Machine Learning, and AI on Google Cloud
Course (Intermediate) - Vertex Forecasting and Time Series in Practice
Quest (Fundamental) - Baseline: Data, ML, AI
Lab (Intermediate) - Vertex AI: Qwik Start
Lab (Introductory) - Dataprep: Qwik Start
Lab (Introductory) - Dataflow: Qwik Start - Templates
Lab (Introductory) - Dataflow: Qwik Start - Python
Lab (Introductory) - Dataproc: Qwik Start - Console
Lab (Introductory) - Dataproc: Qwik Start - Command Line
Lab (Introductory) - Cloud Natural Language API: Qwik Start
Lab (Introductory) - Google Cloud Speech API: Qwik Start
Lab (Introductory) - Video Intelligence: Qwik Start
Lab (Introductory) - Reinforcement Learning: Qwik Start
Quest (Fundamental) - Intro to ML: Image Processing
Lab (Introductory) - Vertex AI Workbench Notebook: Qwik Start
Lab (Introductory) - APIs Explorer: Qwik Start
Lab (Intermediate) - Classify Images of Clouds in the Cloud with AutoML Images
Lab (Intermediate) - Detect Labels, Faces, and Landmarks in Images with the Cloud Vision API
Lab (Advanced) - Extract, Analyze, and Translate Text from Images with the Cloud ML APIs
Quest (Introductory) - Get Started with TensorFlow on Google Cloud
Lab (Introductory) - TensorFlow: Qwik Start
Lab (Introductory) - Introduction to Computer Vision with TensorFlow
Lab (Introductory) - Introduction to Convolutions with TensorFlow
Lab (Introductory) - Classify Images with TensorFlow Convolutional Neural Networks
Lab (Introductory) - Identify Horses or Humans with TensorFlow and Vertex AI
Lab (Introductory) - Get Started with TensorFlow on Google Cloud: Challenge Lab
Quest (Fundamental) - Intermediate ML: TensorFlow on Google Cloud
Lab (Intermediate) - Vertex AI: Qwik Start
Lab (Introductory) - Vertex AI Workbench Notebook: Qwik Start
Lab (Introductory) - Classify Images of Cats and Dogs using Transfer Learning
Lab (Intermediate) - Running Distributed TensorFlow using Vertex AI
Lab (Introductory) - Creating an Object Detection Application Using TensorFlow
Quest (Intermediate) - Advanced ML: ML Infrastructure
Lab (Intermediate) - Vertex AI: Qwik Start
Lab (Intermediate) - TFX on Google Cloud Vertex Pipelines
Lab (Intermediate) - Autoscaling TensorFlow Model Deployments with TF Serving and Kubernetes
Lab (Intermediate) - Implementing Canary Releases of TensorFlow Model Deployments with Kubernetes and Istio
Quest (Advanced) - Data Science on Google Cloud
Lab - Introduction to SQL for BigQuery and Cloud SQL
Lab - Ingesting Data Into The Cloud
Lab - Loading Data into Google Cloud SQL
Lab - Visualizing Data with Google Data Studio
Lab - Processing Data with Google Cloud Dataflow
Lab - Visualize Real Time Geospatial Data with Google Data Studio
Lab (Intermediate) - Interactive Data Exploration with Vertex AI Workbench
Lab - Evaluating a Data Model
Quest (Advanced) - Data Science on Google Cloud: Machine Learning
Lab - Bayes Classifier on Dataproc
Lab - Machine Learning with Spark on Google Cloud Dataproc
Lab - Machine Learning with BigQuery ML
Lab (Advanced) - Machine Learning with TensorFlow in Vertex AI
Lab (Advanced) - MLOps with Vertex AI
Lab (Intermediate) - Real Time Machine Learning with Cloud Dataflow and Vertex AI
Quest (Advanced) - Integrate with Machine Learning APIs
Lab - Introduction to APIs in Google
Lab - Extract, Analyze, and Translate Text from Images with the Cloud ML APIs
Lab - Classify Text into Categories with the Natural Language API
Lab - Detect Labels, Faces, and Landmarks in Images with the Cloud Vision API
Lab - Entity and Sentiment Analysis with the Natural Language API
Lab - Awwvision: Cloud Vision API from a Kubernetes Cluster
Lab - Integrate with Machine Learning APIs: Challenge Lab
Quest (Advanced) - Google Cloud Solutions II: Data and Machine Learning
Lab (Introductory) - Exploring NCAA Data with BigQuery
Lab (Introductory) - Classify Images of Cats and Dogs using Transfer Learning
Lab (Introductory) - Creating an Object Detection Application Using TensorFlow
Lab (Intermediate) - Using OpenTSDB to Monitor Time-Series Data on Cloud Platform
Lab (Intermediate) - Scanning User-generated Content Using the Cloud Video Intelligence and Cloud Vision APIs
Lab (Introductory) - Vertex AI: Predicting Loan Risk with AutoML
Lab (Introductory) - Analyzing a Tennis Serve with the Video Intelligence API
Lab (Introductory) - Process Documents with Python Using the Document AI API
Lab (Introductory) - Text Classification using AutoML
Lab (Introductory) - Visualize the 10,000 Bitcoin Pizza Transaction Using BigQuery and Vertex AI Workbench
Lab (Intermediate) - Vertex AI Tabular Data: Qwik Start
Lab (Intermediate) - Analyzing Natality Data Using Vertex AI and BigQuery
Lab (Intermediate) - Building a Fraud Detection Model with Vertex AI AutoML
Lab (Intermediate) - Measuring and Improving Speech Accuracy
Lab (Intermediate) - TFX on Google Cloud Vertex Pipelines
Lab (Advanced) - Keras for Text Classification using Vertex AI