Smart Analytics, Machine Learning, and AI on GCP

BY
Google via Coursera

Lavel

Intermediate

Mode

Online

Duration

8 Weeks

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

The fees for course Smart Analytics, Machine Learning, and AI on GCP is -
 

Certification 

Fee Amount in INR

Smart Analytics, Machine Learning, and AI on GCP (Audit)

Free

Smart Analytics, Machine Learning, and AI on GCP - 1 month

Rs. 4,117 /- per month

Smart Analytics, Machine Learning, and AI on GCP - 3 months

Rs. 2,745 /- per month

Smart Analytics, Machine Learning, and AI on GCP- 6 months

Rs. 2,059 /- per month
certificate availability

Yes

certificate providing authority

Coursera

The syllabus

Module 1: Introduction

Video
  • Course Introduction

Module 2: Introduction to Analytics and AI

Video
  • Module introduction
  • What is AI?
  • From ad-hoc data analysis to data-driven decisions
  • Options for ML models on Google Cloud
Assignment
  • Introduction to Analytics and AI

Module 3: Prebuilt ML Model APIs for Unstructured data

Videos
  • Module introduction
  • Unstructured data is hard
  • ML APIs for enriching data
  • Lab Intro: Using the Natural Language API to Classify Unstructured Text
  • Getting Started with Google Cloud and Qwiklabs
Assignment
  • Prebuilt ML model APIs for Unstructured Data
App item
  • Using the Natural Language API to Classify Unstructured Text

Module 4: Big Data Analytics with Notebooks

Videos
  • Module introduction
  • What’s a Notebook?
  • BigQuery magic and ties to Pandas
  • Lab Intro: BigQuery in JupyterLab on Vertex AI
Assignment
  • Big Data Analytics with AI Platform Notebooks
App item
  • BigQuery in JupyterLab on Vertex AI

Module 5: Production ML Pipelines

Videos
  • Module introduction
  • Ways to do ML on Google Cloud
  • Vertex AI Pipelines
  • TensorFlow Hub
  • Lab Intro: Running Pipelines on Vertex AI
  • Summary
Assignment
  • Production ML Pipelines
App item
  • Lab: Running Pipelines on Vertex AI

Module 6: Custom Model building with SQL in BigQuery ML

Videos
  • Module introduction
  • BigQuery ML for Quick Model Building
  • Supported models
  • Lab Intro: Predict Bike Trip Duration with a Regression Model in BigQuery ML
  • Lab Intro: Movie Recommendations in BigQuery ML
  • Summary
Assignment
  • Custom Model building with SQL in BigQuery ML
App items
  • Predict Bike Trip Duration with a Regression Model in BigQuery ML•60 minutes
  • Movie Recommendations in BigQuery ML

Module 7: Custom Model Building with AutoML

Videos
  • Module introduction
  • Why AutoML?
  • AutoML Vision
  • AutoML Natural Language Processing
  • AutoML Tables
  • Summary
Assignment
  • Custom Model Building with AutoML

Module 8: Summary

Video
  • Course Summary

Articles

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