Price:
$2,475.00
Days:
1
Virtual
– • Design and build data processing systems on Google Cloud
– • Process batch and streaming data by implementing autoscaling data pipelines on Dataflow
– • Derive business insights from extremely large datasets using BigQuery
– • Leverage unstructured data using Spark and ML APIs on Dataproc
– • Enable instant insights from streaming data
– • Understand ML APIs and BigQuery ML, and learn to use AutoML to create powerful models without coding
• Completed Google Cloud Fundamentals – Big Data and Machine Learning course OR have equivalent experience
• Basic proficiency with common query language such as SQL
• Developing applications using a common programming language such as Python
• Familiarity with Machine Learning and/or statistics
• Experience with data modeling, extract, transform, load activities
• Running Dataproc Jobs
• Google Cloud Dataproc Overview
• Integrating Dataproc with Google Cloud Platform
• Making Sense of Unstructured Data with Google’s Machine Learning APIs
• Serverless data analysis with BigQuery
• Serverless, autoscaling data pipelines with Dataflow
• Getting started with Machine Learning
• Building ML models with Tensorflow
• Scaling ML models with CloudML
• Feature Engineering
• Architecture of streaming analytics pipelines
• Ingesting Variable Volumes
• Streaming analytics and dashboards
• Implementing streaming pipelines
• High throughput and low-latency with Bigtable
• Introduction to Data Engineering
• Building a Data Lake
• Building a Data Warehouse
• Introduction to Building Batch Data Pipelines
• Executing Spark on Dataproc
• Serverless Data Processing with Dataflow
• Manage Data Pipelines with Cloud Data Fusion and Cloud Composer
• Introduction to Processing Streaming Data
• Serverless Messaging with Pub/Sub
• Dataflow Streaming Features
• High-Throughput BigQuery and Bigtable Streaming Features
• Advanced BigQuery Functionality and Performance
• Introduction to Analytics and AI
• Prebuilt ML Model APIs for Unstructured Data
• Big Data Analytics with Notebooks
• Production ML Pipelines
• Custom Model Building with SQL in BigQuery ML
• Custom Model Building with AutoML
Support Diversity, Equity, and Inclusion with Every Purchase.
Great Horizons is a North Carolina Certified HUB Vendor and WOSB. By becoming a patron of our organization, you are not only supporting a historically underutilized business, but a woman-owned small business as well.
Give your organization the skills edge it needs. Our corporate training experts will work with you to design, deliver, and support a customized IT program that drives real business results.