Thời gian:
9:00 am - 5:00 pm
Lịch học:
Thứ Năm, 03.10.2024
Học phí:
FREE
01
Big Data and Machine Learning on Google Cloud
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Google Cloud infrastructure.
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Compute.
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Storage.
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The history of big data and ML products.
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Big data and ML product categories.
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Customer example.
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Hands-on lab: Exploring a BigQuery public dataset.
02
Data Engineering for Streaming Data
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Examine big data challenges .
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Learn about message-oriented architecture.
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Design and implement streaming pipelines.
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Visualize data with Looker and Data Studio.
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Hands-on lab: Creating a Streaming Data Pipeline for a Real-time Dashboard with Dataflow.
03
Big Data with BigQuery
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Storage and analytics.
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BigQuery demo.
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BigQuery ML.
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BigQuery ML project phases.
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BigQuery ML key commands.
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Hands-on lab: Predicting purchases with BigQuery ML.
04
Machine Learning Options on Google Cloud
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ML options.
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Pre-built APIs.
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AutoML.
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Custom training.
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Vertex AI.
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AI solutions.
05
The Machine Learning Workflow with Vertex AI
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The three stages of the ML workflow.
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Data preparation.
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Model training.
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Model evaluation.
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Model serving.
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Hands-on lab: Predicting Loan Risk with AutoM.
06
Summary
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Recap of key learning points.
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Resources.
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English 