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Machine Learning in the Enterprise - Italiano

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Machine Learning in the Enterprise - Italiano

Instructor: Google Cloud Training

Included with

Learn more

10 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Some related experience required

2 weeks to complete

at 10 hours a week

Flexible schedule

Learn at your own pace

10 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Some related experience required

2 weeks to complete

at 10 hours a week

Flexible schedule

Learn at your own pace

What you'll learn

Descrivere le opzioni di gestione, governance e pre-elaborazione dei dati.
Identificare quando utilizzare Vertex AutoML, BigQuery ML e l'addestramento personalizzato.
Implementare l'ottimizzazione degli iperparametri mediante Vertex Vizier.
Spiegare come creare previsioni batch e online, configurare il monitoraggio del modello e creare pipeline con Vertex AI.

Skills you'll gain

Tools you'll learn

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

6 assignments

Taught in Italian

See how employees at top companies are mastering in-demand skills

Learn more about Coursera for Business

logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

There are 10 modules in this course

Questo corso adotta un approccio pratico reale al flusso di lavoro ML attraverso un case study. Un team ML è chiamato a rispondere a numerosi requisiti aziendali e ad affrontare vari casi d'uso ML. Deve comprendere gli strumenti necessari per la gestione e la governance dei dati e considerare l'approccio migliore per la pre-elaborazione dei dati.

Questo modulo fornisce una panoramica del corso e dei suoi obiettivi.

What's included

1 video

Questo modulo descrive il flusso di lavoro aziendale ML e lo scopo di ogni passaggio.

What's included

2 videos1 reading1 assignment

Questo modulo esamina gli strumenti di gestione e governance dei dati aziendali di Google: Feature Store, Data Catalog, Dataplex e Analytics Hub.

What's included

9 videos1 reading1 assignment1 app item

9 videos Total 34 minutes

Introduzione 0 minutes
Feature Store 7 minutes
Data Catalog 3 minutes
Dataplex 5 minutes
Analytics Hub 4 minutes
Opzioni di pre-elaborazione dei dati 3 minutes
Dataprep 6 minutes
Introduzione al lab: Esplorazione e creazione di una pipeline di analisi per l'e-commerce con Dataprep 0 minutes
Coursera: Introduzione a Google Cloud e Qwiklabs 5 minutes

1 reading Total 10 minutes

Risorse: Dati in azienda 10 minutes

1 assignment Total 10 minutes

Quiz: Dati in azienda 10 minutes

1 app item Total 90 minutes

Lab: Esplorazione e creazione di una pipeline di analisi per l'e-commerce con Cloud Dataprep 90 minutes

Questo modulo esamina l'arte e la scienza del machine learning e delle reti neurali. Illustra inoltre come addestrare modelli ML personalizzati con Vertex AI.

What's included

7 videos2 readings1 assignment1 app item

7 videos Total 35 minutes

Introduzione 0 minutes
Arte e scienza del machine learning 7 minutes
Velocizzare l'addestramento 8 minutes
Quando utilizzare l'addestramento personalizzato 5 minutes
Requisiti e dipendenze di addestramento (parte 1) 9 minutes
Requisiti e dipendenze di addestramento (parte 2) 4 minutes
Addestramento di modelli ML personalizzati con Vertex AI 2 minutes

2 readings Total 20 minutes

Risorse: Scienza del machine learning e addestramento personalizzato 10 minutes
Risorse: Scienza del machine learning 10 minutes

1 assignment Total 12 minutes

Quiz: Scienza del machine learning e addestramento personalizzato 12 minutes

1 app item Total 90 minutes

Vertex AI Pipelines: Qwik Start 90 minutes

Questo modulo illustra come ottimizzare gli iperparametri utilizzando Vertex AI Vizier.

What's included

3 videos1 reading1 assignment1 app item

3 videos Total 17 minutes

Introduzione 0 minutes
Ottimizzazione degli iperparametri mediante Vertex AI Vizier 17 minutes
Introduzione al lab: Vertex AI: Ottimizzazione degli iperparametri 0 minutes

1 reading Total 10 minutes

Risorse: Ottimizzazione degli iperparametri mediante Vertex Vizier 10 minutes

1 assignment Total 10 minutes

Quiz: Ottimizzazione degli iperparametri mediante Vertex Vizier 10 minutes

1 app item Total 150 minutes

Lab: Vertex AI: Ottimizzazione degli iperparametri 150 minutes

Questo modulo illustra la previsione e il monitoraggio dei modelli di Vertex AI. Innanzitutto, esamineremo le previsioni batch e online utilizzando container predefiniti e personalizzati, quindi passeremo al monitoraggio dei modelli, che è un servizio che aiuta a gestire le prestazioni dei modelli ML.

What's included

4 videos1 reading1 assignment1 app item

4 videos Total 16 minutes

Introduzione 1 minute
Previsioni con Vertex AI 7 minutes
Gestione dei modelli con Vertex AI 8 minutes
Introduzione al lab: Monitoraggio dei modelli Vertex AI 0 minutes

1 reading Total 10 minutes

Risorse: Previsione e monitoraggio dei modelli con Vertex AI 10 minutes

1 assignment Total 12 minutes

Quiz: Previsione e monitoraggio dei modelli con Vertex AI 12 minutes

1 app item Total 150 minutes

Lab: Monitoraggio dei modelli Vertex AI 150 minutes

Questo modulo illustra le pipeline Vertex AI e come crearle per orchestrare un flusso di lavoro ML.

What's included

3 videos2 readings1 assignment2 app items

3 videos Total 5 minutes

Introduzione 0 minutes
Previsioni mediante Vertex AI Pipelines 4 minutes
Introduzione al lab: Vertex AI Pipelines 1 minute

2 readings Total 20 minutes

Introduzione al lab e procedura dettagliata: Vertex AI Pipelines 10 minutes
Risorse: Vertex AI Pipelines 10 minutes

1 assignment Total 8 minutes

Quiz: Vertex AI Pipelines 8 minutes

2 app items Total 150 minutes

Lab: Introduzione a Vertex AI Pipelines 90 minutes
Lab: Eseguire pipeline su Vertex AI 60 minutes

Questo modulo esamina le best practice per diversi processi di machine learning in Vertex AI.

What's included

5 videos1 reading

Questo modulo è un riepilogo del corso Machine Learning in the Enterprise.

What's included

4 readings

Questo modulo è un riepilogo della serie di corsi Machine Learning on Google Cloud.

What's included

1 video1 reading

Instructor

Google Cloud Training

Google Cloud

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Offered by

Google Cloud

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Frequently asked questions

Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.

If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.

Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.

Machine Learning in the Enterprise - Italiano

Machine Learning in the Enterprise - Italiano

What you'll learn

Skills you'll gain

Tools you'll learn

Details to know

See how employees at top companies are mastering in-demand skills

There are 10 modules in this course

Introduzione

What's included

Comprensione del flusso di lavoro aziendale ML

What's included

Dati in azienda

What's included

Scienza del machine learning e addestramento personalizzato

What's included

Ottimizzazione degli iperparametri mediante Vertex Vizier

What's included

Previsione e monitoraggio dei modelli con Vertex AI

What's included

Vertex AI Pipelines

What's included

Best practice per lo sviluppo ML

What's included

Riepilogo del corso

What's included

Riepilogo della serie

What's included

Instructor

Offered by

Explore more from Cloud Computing

Machine Learning in the Enterprise

Apply Machine Learning for Predictive Business Analytics

AI Workflow: Enterprise Model Deployment

Data and Machine Learning for Technical Product Managers

Why people choose Coursera for their career

Felipe M.

Jennifer J.

Larry W.

Chaitanya A.

Open new doors with Coursera Plus

Advance your career with an online degree

Join over 3,400 global companies that choose Coursera for Business

Frequently asked questions

Can I preview a course before enrolling?

When will I have access to the lectures and assignments?

What will I get when I enroll?

More questions