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- Level: Intermediate
- Duration: 01h 40m 04s
- Release date: 2021-01-26
- Author: Google Cloud
- Provider: Pluralsight
Smart Analytics, Machine Learning and AI on Google Cloud
Description
Content
Incorporating machine learning into data pipelines increases the ability of businesses to extract insights from their data. This course covers several ways machine learning can be included in data pipelines on Google Cloud Platform.
- Introduction01m
- Course Introduction01m
- Introduction to Analytics and AI18m
- What is ML?08m
- Machine Learning and AI04m
- ML options on Google Cloud Platform01m
- Game:Reviewing key ML concepts05m
- Prebuilt ML model APIs for Unstructured Data14m
- Unstructured Data is Hard04m
- ML APIs for Enriching Data05m
- Getting Started With GCP And Qwiklabs04m
- Lab Intro:Using the Natural Language API to Classify Unstructured Text01m
- Lab: Using the Natural Language API to classify unstructured text00m
- Big Data Analytics with Cloud AI Platform Notebooks07m
- What’s a Notebook05m
- BigQuery Magic and Ties to Pandas02m
- Lab Intro :BigQuery in Jupyter Labs on AI Platform00m
- Lab: BigQuery in Jupyter Labs on AI Platform00m
- Productionizing Custom ML Models14m
- Phases of ML Projects03m
- Ways to do custom ML on GCP05m
- Kubeflow05m
- AI Hub01m
- Lab Intro:Running AI models on Kubeflow00m
- Lab: Running ML Pipelines on Kubeflow00m
- Summary00m
- Custom Model building with SQL in BigQuery ML14m
- BigQuery ML for Quick Model Building06m
- Classification, Regregression, and Recommender Models05m
- Unsupervised ML with Clustering Models03m
- Lab Intro:Predict Bike Trip Duration with a Regression Model in BQML00m
- Lab: Predict Bike Trip Duration with a Regression Model in BQML00m
- Lab Intro:Movie Recommendations in BigQuery ML00m
- Lab: Movie Recommendations in BigQuery ML00m
- Summary00m
- Custom Model Building with Cloud AutoML26m
- Why Auto ML?13m
- Auto ML Vision03m
- Auto ML NLP03m
- Auto ML Tables07m
- Summary04m
- Course Summary04m
- Smart Analytics Machine Learning and AI on Google Cloud Slides00m
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