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5스텝. 3시간 30분, 5 크레딧.
세부 내용
- Cloud ML Engine: Qwik Start
- Dataprep: Qwik Start
- Dataflow: Qwik Start - Templates
- Dataflow: Qwik Start - Python
- Dataproc: Qwik Start - Console
- Dataproc: Qwik Start - Command Line
- Cloud Natural Language API: Qwik Start
- Google Cloud Speech API: Qwik Start
- Video Intelligence: Qwik Start
참고링크
- Google Cloud Dataproc이란?
- Google Cloud Platform에서 Hadoop 및 Spark 사용해보기 - Dataproc
- Google Cloud Dataproc 사용하기
- https://jungwoon.github.io/google%20cloud/2018/05/27/GCP-Dataproc/
응용들 : AI를 적용해서 결과를 보자.
6회~10회
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Image Classification of Coastline Images Using TensorFlow on Cloud ML Engine
https://google.qwiklabs.com/focuses/1048?parent=catalog
1시간 30분
Detect Labels, Faces, and Landmarks in Images with the Cloud Vision API
https://google.qwiklabs.com/focuses/1841?parent=catalog
45분
기타 교재들
Scientific Data Processing
https://www.qwiklabs.com/quests/28
8스텝, 8시간, 46 크레딧
- Introduction to SQL for BigQuery and Cloud SQL
- Rent-a-VM to Process Earthquake Data
- Weather Data in BigQuery
- Distributed Image Processing in Cloud Dataproc
- Distributed Computation of NDVI from Landsat Images Using Cloud Dataflow
- Analyzing Natality Data Using Datalab and BigQuery
- Predicting Baby Weight with TensorFlow on Cloud ML Engine
- Image Classification of Coastline Images Using TensorFlow on Cloud ML Engine
Data Engineering
https://www.qwiklabs.com/quests/25
5 스텝, 5시간, 37 크레딧
- Creating a Data Transformation Pipeline with Cloud Dataprep
- Run a Big Data Text Processing Pipeline in Cloud Dataflow
- Building an IoT Analytics Pipeline on Google Cloud Platform
- Streaming IoT Kafka to Google Cloud Pub/Sub
- ETL Processing on GCP Using Dataflow and BigQuery
- Predict Visitor Purchases with a Classification Model in BQML
- Predict Taxi Fare with a BigQuery ML Forecasting Model
- Predict Housing Prices with Tensorflow and Cloud ML Engine
Reference
GCP home : https://console.cloud.google.com/?angularJsUrl=
Qwiklabs home : https://google.qwiklabs.com/