Perform data science with Azure Databricks

BY
Microsoft Corporation via Coursera

Get familiar with the data science process with Azure Databricks by joining the online courses offered by Coursera.

Lavel

Intermediate

Mode

Online

Duration

3 Weeks

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based
Learning efforts 8 Hours Per Week

Course overview

Performing data science with Azure Databricks requires about 25 hours to complete. Microsoft is the associate of Coursera in designing and delivering the online programme. This certification is a sub-programme in the five-course umbrella programme of the Microsoft Azure Data Scientist Associate (DP-100) Professional Certificate. As experienced and expert professionals prepare the programme at Microsoft, the learners can have intensive training on data science processes with Azure Databricks, Databricks Azure, Azure Spark and Apache Spark. 

Perform data science with Azure Databricks Certification Course, offered by Coursera, an intermediate-level programme. The learners of this programme should have experience with using  Python for data exploration and machine learning models with open-source frameworks, such as TensorFlow, Scikit-Learn and  PyTorch. Perform data science with Azure Databricks Certification by Coursera can be taken and covered at the learners’ pace. 

The highlights

  • Provided by Coursera
  • Offered by Microsoft
  • Flexible Deadlines
  • Intermediate level course
  • Shareable Certificate
  • Financial Aid Available
  • Self-Paced Learning Option
  • 100% Online Course
  • Around 25 Hours to Complete

Program offerings

  • English videos with multiple subtitles
  • Shareable certificate
  • Financial aid available
  • Shareable certificates
  • Self-paced learning option.

Course and certificate fees

Perform data science with Azure Databricks Certification Fee is structured month-wise based on how many months the learners will be on the online program. The fee statute is available as one month, three months, and six months. The option of EMI is also available for the fee payment. 

Perform data science with Azure Databricks Fee Structure

Duration

Amount in INR

1 Month 

INR 4,117

3 Months 

INR 8,234 (INR 2,745 /month)

6 Months 

INR 12,352 (INR 2,059  /month)

certificate availability

Yes

certificate providing authority

Coursera +1 more

Who it is for

Performing data science with Azure Databricks Classes is a suitable programme for the professionals such as Data scientists, ML engineers, and the like. 

Eligibility criteria

Work Experience 

The learners of the programme are required to have the experience of exploring data with the help of Python and machine learning models with open-source frameworks, including  PyTorch, Scikit-Learn, and TensorFlow.

Certification Qualifying Details

The learners must have completed the course and paid the course fee to get hold of the certificate of the Perform data science with Azure Databricks online course.

What you will learn

Data science knowledge Knowledge of apache spark

Perform data science with Azure Databricks Certification Syllabus will enable you to get the capacity to: 

  • Use Azure Databricks and the Apache Spark notebook to process large amounts of data
  • To perform the data science workloads with the powerful clusters running on the Azure Databricks platform and the power of Apache Spark. 
  • Get familiar with User-Defined Function (UDF) in Azure data bricks and DataFrames in Azure data bricks. 
  • Use Azure Databricks to do machine learning. 
  • The process of querying and building a Delta Lake.

The syllabus

Module 1: Introduction to Azure Databricks

Videos
  • Introduction to the course
  • Explain Azure Databricks
  • Lesson summary
  • Lesson introduction
  • Understand the architecture of Azure Databricks Spark cluster
  • Understand the architecture of spark job
  • Lesson summary
Readings
  • Course syllabus
  • How to be successful in this course
  • Create an Azure Databricks workspace and cluster
  • Create and execute a notebook
  • Exercise: Work with Notebooks
Practice Exercises
  • Exercise quiz
  • Knowledge check
  • Knowledge check
  • Test prep

Module 2: Working with data in Azure Databricks

Videos
  • Lesson introduction
  • Lesson summary
  • Lesson introduction
  • Lesson summary
Readings
  • Read data in CSV format
  • Read data in JSON format
  • Read data in Parquet format
  • Read data stored in tables and views
  • Write data
  • Exercises: Read and write data
  • Describe a DataFrame
  • Use common DataFrame methods
  • Use the display function
  • Exercise: Distinct articles
Practice Exercises
  • Exercise quiz
  • Knowledge check
  • Knowledge check
  • Test prep

Module 3: Processing data in Azure Databricks

Videos
  • Describe the open source Delta Lake
  • Lesson summary
  • Lesson introduction
  • Lesson summary
Readings
  • Get started with Delta using Spark APIs
  • Exercise: Work with basic Delta Lake functionality
  • Describe how Azure Databricks manages Delta Lake
  • Exercise: Use the Delta Lake Time Machine and perform optimization
  • Write user defined functions
  • Exercise: Perform Extract, Transform, Load (ETL) operations using user-defined functions
  • Additional resources
Practice Exercises
  • Exercise quiz
  • Exercise quiz
  • Knowledge check
  • Exercise quiz
  • Knowledge check
  • Test prep

Module 4: Get started with Databricks and machine learning

Videos
  • Lesson introduction
  • Lesson summary
  • Lesson introduction
  • Lesson summary
Readings
  • Understand machine learning
  • Exercise: Train a model and create predictions
  • Understand data using exploratory data analysis
  • Exercise: Perform exploratory data analysis
  • Describe machine learning workflows
  • Exercise: Build and evaluate a baseline machine learning model
  • Perform featurization of the dataset
  • Exercise: Finish featurization of the dataset
  • Understand regression modeling
  • Exercise: Build and interpret a regression model
  • Additional resources
Practice Exercises
  • Exercise quiz
  • Exercise Quiz
  • Exercise quiz
  • Knowledge check
  • Exercise quiz 
  • Exercise quiz 
  • Knowledge check
  • Test prep

Module 5: Manage machine learning lifecycles and fine tune models

Videos
  • Lesson introduction
  • Lesson summary
  • Lesson introduction
  • Lesson summary
Readings
  • Use MLflow to track experiments, log metrics, and compare runs
  • Exercise: Work with MLflow to track experiment metrics, parameters, artifacts and modelss
  • Describe model selection and hyperparameter tuning
  • Exercise: Select optimal model by tuning hyperparameters
  • Additional resources
Practice Exercises
  • Exercsie quiz
  • Knowledge check
  • Exercsie quiz
  • Knowledge check
  • Test prep

Module 6: Train a distributed neural network and serve models with Azure Machine Learning

Videos
  • Lesson introduction
  • Lesson summary
  • Lesson introduction
  • Lesson summary
  • Congratulations
Readings
  • Use Horovod to train a deep learning model
  • Use Petastorm to read in Apache Parquet format with Horovod for distributed model training
  • Exercise: Work with Horovod and Petastorm for training a deep learning model
  • Use Azure Machine Learning to deploy serving models
  • Additional resources
  • Next steps
Practice Exercises
  • Exercsie quiz
  • Knowledge check
  • Knowledge check
  • Test prep

Admission details

Step 1 -Browse the official URL 

https://www.coursera.org/learn/perform-data-science-with-azure-databricks

Step 2- Choose the option ‘Enroll Now’ and join the online programme.   

Scholarship Details

Financial assistance for the learners of  Perform data science with Azure Databricks Certification is available. The scholarship is primarily meant for learners who face financial difficulties in paying the fee of the Azure Databricks tutorial programme and the distribution of the financial aid is purely based on their financial background. 

How it helps

Perform data science with Azure Databricks Certification benefits for the learners are that they can learn about Apache Spark, the process of data science with Azure Databricks, Microsoft Azure Databricks, and the like. Plus, a shareable certificate offered by Microsoft will also be provided to the learners at the end. 

FAQs

Name the company that offers the Perform data science with Azure Databricks online course?

The company that provides the online programme is Microsoft.

How many students have opted for the Perform data science with Azure Databricks online certification till now?

Now, 7,923 learners have enrolled in the course so far. 

What is the star rating of the online certification programme offered by Microsoft?

The star rating of the online Microsoft programme is 3.3

What is the target group of the online certification by Coursera?

The online certification is intended for intermediate-level learners. 

What is the name of the main programme that includes the onion programme?

The online programme is the part of Microsoft Azure Data Scientist Associate (DP-100) Professional Certificate programme.  

Similar Courses

Big Data Analysis with Scala and Spark

Big Data Analysis with Scala and Spark

Swiss Federal Institute of Technology Lausanne via Coursera

4 Weeks Online
Intermediate
Apache Spark TM SQL for Data Analysts

Apache Spark TM SQL for Data Analysts

Databricks via Coursera

13 Hours Online
Intermediate
Introduction to Big Data with Spark and Hadoop

Introduction to Big Data with Spark and Hadoop

IBM via Coursera

7 Weeks Online
Intermediate

Scalable Machine Learning on Big Data using Apache...

IBM via Coursera

Online
Intermediate
Free

Courses of your Interest

Salesforce Administrator and App Builder

Salesforce Administrator and App Builder

SkillUp Online via Simplilearn

16 Hours Online
Intermediate
Free
Introduction to Medical Software

Introduction to Medical Software

Yale University, New Haven via Coursera

3 Weeks Online
Intermediate
Free

Google Cloud Architect Program

Google Cloud via SkillUp Online

11 Weeks Online
Intermediate
₹ 54,999

Google Cloud Architect Program

Google via SkillUp Online

11 Weeks Online
Intermediate
₹ 54,999
Information Security Design and Development

Information Security Design and Development

Coventry University, Coventry via Futurelearn

10 Weeks Online
Intermediate
Ethics Laws and Implementing an AI Solution on Mic...

Ethics Laws and Implementing an AI Solution on Mic...

CloudSwyft Global Systems, Inc via Futurelearn

14 Weeks Online
Intermediate
Network Security and Defence

Network Security and Defence

Coventry University, Coventry via Futurelearn

10 Weeks Online
Intermediate

Cyber Security Foundations Start Building Your Car...

EC-Council via Futurelearn

15 Weeks Online
Intermediate
Applied Data Analysis

Applied Data Analysis

CloudSwyft Global Systems, Inc via Futurelearn

14 Weeks Online
Intermediate
₹ 900

More Courses by Microsoft Corporation

Microsoft Azure Databricks for Data Engineering

Microsoft Azure Databricks for Data Engineering

Microsoft Corporation via Coursera

3 Weeks Online
Intermediate

Trending Courses

Popular Courses

Popular Platforms

Learn more about the Courses

Download the Careers360 App on your Android phone

Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

Careers360 App
150M+ Students
30,000+ Colleges
500+ Exams
1500+ E-books