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- Course Introduction
Smart Analytics, Machine Learning, and AI on GCP
Quick Facts
| particular | details | |||
|---|---|---|---|---|
|
Medium of instructions
English
|
Mode of learning
Self study
|
Mode of Delivery
Video and Text Based
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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
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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