Google : Cloud Study Jam Series
By: Sukanya Mandal
Tags: Machine Learning, Internet of Things, Google Cloud Platform, Data Science, Mumbai

PyData Mumbai is excited to host hands-on workshop series on Google Cloud Platform with collaboration with Google.

The agenda of the series would be as follows:

Please note:

a. All the topics will be hands-on lab based provided by Google Cloud.

b. Please visit the meetup page for each day (provided below along with each day’s agenda) to learn more about the agenda, venue, timings and RSVP for the same.

c. Since you will get GCP access, please register yourself to the google form url provided (separately for each day, please find the urls below) with the email id which you would be using for the cloud labs access.

— — — — — — — — — — — — — — — — — — — — — — — — — — — — — —

Day 1: 29th June, 2019

Topic: Data Engineering on Google Cloud Platform

Meetup: http://bit.ly/cloud_day1

Registration: http://bit.ly/day1_reg

Labs to be covered:

GCP essentials -

a. A tour of the Qwiklabs and GCP : understanding the basics

b. Creating a Virtual Machine

c. Getting Started with Cloud Shell & gcloud Baseline: Data, ML, AI

a. Cloud Dataprep

b. Cloud Dataflow

c. Cloud Dataproc : console and command line Data Engineering

a. Creating a Data Transformation Pipeline with Cloud Dataprep

b. Execute a Big Data Text Processing Pipeline in Cloud Dataflow

c. Building an IoT Analytics Pipeline on GCP

d. ETL Processing on GCP Using Dataflow and BigQuery Scientific Data Processing

a. Introduction to SQL for BigQuery and Cloud SQL

b. Analyzing weather data in BigQuery

c. Distributed Image Processing in Cloud Dataproc

d. Analyzing Natality Data using Datalab and BigQuery

— — — — — — — — — — — — — — — — — — — — — — — — — — — — — —

Day 2: 20th July, 2019

Topic: DevOps on Google Cloud Platform

Meetup: http://bit.ly/cloud_day2

Registration: http://bit.ly/day2_reg

Labs to be covered:

GCP essentials -

a. Kubernetes Engine: Qwik Start Baseline: Infrastructure

a. Cloud Storage: Qwik Start — Console

b. Cloud IAM: Qwik Start

c. Stackdriver: Qwik Start

d. Cloud Functions: Qwik Start — Console

e. Google Cloud Pub/Sub: Qwik Start — Python Kubernetes in the Google Cloud

a. Introduction to Docker

b. Orchestrating the Cloud with Kubernetes

c. Managing Deployments Using Kubernetes Engine

d. Continuous Delivery with Jenkins in Kubernetes Engine Kubernetes Solutions

a. Kubeflow End to End

b. Awwvision: Cloud Vision API from a Kubernetes Cluster

— — — — — — — — — — — — — — — — — — — — — — — — — — — — — —

Day 3: 10th August, 2019

Topic: Data Science on Google Cloud Platform (Part 1)

Meetup: http://bit.ly/cloud_day3

Registration: http://bit.ly/day3_reg

Labs to be covered:

Baseline: Data, ML, AI

a. Cloud Natural Language API: Qwik Start

b. Google Cloud Speech API: Qwik Start

c. Video Intelligence: Qwik Start Data Science on GCP — Part 1

a. Introduction to SQL for BigQuery and Cloud SQL

b. Ingesting Data Into The Cloud

c. Ingesting Data Into The Cloud Using Google App Engine

d. Loading Data into Google Cloud SQL

e. Visualizing Data with Google Data Studio

f. Processing Data with Google Cloud Dataflow

g. Visualize Real Time Geospatial Data with Google Data Studio

h. Loading Data into Google BigQuery for Exploratory Data Analysis

i. Exploratory Data Analysis using Google Cloud Datalab

j. Evaluating a Data Model Machine Learning APIs

a. Introduction to APIs in Google

b. Extract, Analyze, and Translate Text from Images with the Cloud ML APIs

c. Classify Text into Categories with the Natural Language API

d. Cloud ML Engine

— — — — — — — — — — — — — — — — — — — — — — — — — — — — — —

Day 4: 24th August, 2019

Topic: Data Science on Google Cloud Platform (Part 2) and IoT

Meetup: http://bit.ly/cloud_day4

Registration: http://bit.ly/day4_reg

Labs to be covered: