Data Engineering with Python and AWS Lambda

Data Engineering with Python and AWS Lambda

Other
Size
1.6 GB
Seeders
22
Leechers
1
Files
98
Category
Other
Added
11/05/23 at 6:14pm GMT+1
Infohash
1ba5286525a4ff1fe234ec48ef6847e4c338d9e6

Description


Description



Data Engineering with Python and AWS Lambda LiveLessons shows users how to build complete and powerful data engineering pipelines in the same language that Data Scientists use to build Machine Learning models. By embracing serverless data engineering in Python, you can build highly scalable distributed systems on the back of the AWS backplane. Users learn to think in the new paradigm of serverless, which means to embrace events and event-driven programs that replace expensive and complicated servers.



Some of the many benefits of programming with AWS Lambda in Python include no servers to manage, continuous scaling, and subsecond metering. Several use cases include data processing, stream processing, IoT backends, mobile, and web applications. Learn to take advantage of a new paradigm in software architecture that will make your code easier to write, maintain, and deploy.



AWS Lambda functions are the building blocks for creating sophisticated applications and services on AWS. In this LiveLesson, you learn to use Python to develop Lambda functions that communicate with key AWS services: API Gateway, SQS, and CloudWatch functions. You also learn how a new cloud-based development environment, Cloud9, can streamline writing, debugging, and deploying AWS Lambda functions.



About the InstructorsNoah Gift Pragmatic AI: An Introduction to Cloud-Based Machine Learning



Robert Jordan is a visionary architect with more than 20 years of experience designing, implementing, and deploying production applications for some of the world’s largest media and scientific customers. He has successfully led projects on all major cloud platforms and is currently certified on both AWS and GCP platforms.



Kennedy Behrman is a veteran consultant specializing in architecting and implementing cloud solutions for early-stage startups. He is experienced in data engineering, data science, AWS solutions, and engineering management, and has acted as a technical editor on a number of Python and data science-related publications. He has experience developing a training curriculum used in international economic development and more than a decade of hands-on Python experience. Kennedy has recently acted as both a content specialist for AWS Machine Learning certification development and as a technical editor for the book Pragmatic AI: An introduction to Cloud-Based Machine Learning (Pearson, 2018). He is also a founder of Pragmatic AI Labs.



What You Will Learn



   Performing Data Engineering tasks on AWS

   Developing with Cloud9

   Writing AWS Lambda functions in Python

   Implementing cloud-native Data Engineering patterns, i.e. serverless

   Architecting event-driven architectures on the AWS platform using SQS, Python Lambda, and other AWS technologies



Who Should Take This Course



   You are an aspiring data engineer using Python

   You work with data and want to learn cloud-native data engineering patterns

   You are new to the AWS Cloud and want to write functions in Python that do not require servers

   You are a data scientist who needs a simpler way to get data engineering results

   You want to learn about serverless technology and how to accomplish it in Python



Course Requirements



   Can write functions in Python and execute statements

   Have a basic understanding of AWS



Released 8/2019

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  • Data Engineering with Python and AWS Lambda
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  • TutsNode.org.txt 63 B
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Introduction/001. Data Engineering with Python and AWS Lambda LiveLessons Introduction.mp4 36.3 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 1 Get Started with AWS Lambda/001. 1.1 Create a Hello World AWS Lambda function in the console.mp4 23.4 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 1 Get Started with AWS Lambda/002. 1.2 Learn basic Lambda patterns.mp4 21.7 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 1 Get Started with AWS Lambda/003. 1.3 Learn Lambda Management console.mp4 29.1 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 1 Get Started with AWS Lambda/004. 1.4 Upload external code to AWS Lambda.mp4 25.4 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 10 Build APIs with API Gateway/001. 10.1 Use API Gateway.mp4 60 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 10 Build APIs with API Gateway/002. 10.2 Integrate Lambda and API Gateway best practices.mp4 83 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 11 Authenticate APIs with AWS Cognito/002. 11.2 Use Cognito User Pools.mp4 38 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 11 Authenticate APIs with AWS Cognito/003. 11.3 Use Cognito authentication with API Gateway.mp4 19.5 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 11 Authenticate APIs with AWS Cognito/004. 11.4 Use Federated Identity.mp4 17.6 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 12 Use Serverless Datastores/001. 12.1 Use DynamoDB for data engineering.mp4 18.5 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 12 Use Serverless Datastores/002. 12.2 Use Amazon Athena for data engineering.mp4 15.4 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 13 Create Serverless Business Intelligence and AutoML/002. 13.2 Integrate Lambda with AI APIs.mp4 25.9 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 13 Create Serverless Business Intelligence and AutoML/003. 13.3 Integrate Lambda with Sagemaker.mp4 23.2 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 14 Create Serverless Data Streaming/001. 14.1 Use Kinesis Streams.mp4 34.3 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/002. 15.2 Use GCP Cloud Functions with Pub Sub + Cloud Scheduler.mp4 31.4 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/003. 15.3 Use Chalice framework.mp4 18.8 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/004. 15.4 Push versus Pull Architecture.mp4 44.8 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/005. 15.5 Principles of DevOps.mp4 52.3 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/006. 15.6 Principles of cloud computing.mp4 71.5 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/007. 15.7 Summary of serverless computing.mp4 35.5 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/008. 15.8 Managing Packages in AWS Lambda.mp4 16.2 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 15 Case Studies/009. 15.9 Multi-cloud solutions.mp4 21.8 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 16 Course Summary/001. 16.1 Course summary.mp4 25 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 2 Use Cloud9 to Develop Python Lambda Functions/001. 2.1 Set up Cloud9.mp4 19.2 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 2 Use Cloud9 to Develop Python Lambda Functions/005. 2.5 Invoke Lambda functions.mp4 19 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 2 Use Cloud9 to Develop Python Lambda Functions/006. 2.6 Invoke Lambda functions inside API Gateway.mp4 30.5 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 2 Use Cloud9 to Develop Python Lambda Functions/007. 2.7 Deploy a Lambda function.mp4 17 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 3 Create Timed Lambda Functions/001. 3.1 Use AWS Lambda with Cloudwatch events.mp4 19.8 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 3 Create Timed Lambda Functions/002. 3.2 Use AWS Lambda to populate AWS SQS.mp4 71.8 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 3 Create Timed Lambda Functions/003. 3.3 Use AWS Cloudwatch logging with AWS Lambda.mp4 19.7 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 4 Create Event-Driven Lambdas/001. 4.1 Create a Producer Lambda function.mp4 48.5 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 4 Create Event-Driven Lambdas/002. 4.2 Enable SQS Trigger.mp4 20.3 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 4 Create Event-Driven Lambdas/003. 4.3 Serverless data engineering architecture.mp4 36.6 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 5 Learn SAM Local/001. 5.1 Install SAM Local.mp4 19.6 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 5 Learn SAM Local/002. 5.3 Use SAM to package and deploy Lambda.mp4 20.6 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 5 Learn SAM Local/004. 5.5 Use SAM Lambda environment variables.mp4 22.8 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 5 Learn SAM Local/005. 5.4 Use SAM with IAM.mp4 23.6 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 7 Create State Machines with Step Functions/001. 7.1 Learn step functions.mp4 38.8 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 7 Create State Machines with Step Functions/002. 7.2 Use Amazon States Language.mp4 32.1 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 7 Create State Machines with Step Functions/003. 7.3 Step functions demo.mp4 72.4 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 8 Use Step Functions with AWS Services/001. 8.1 Learn integration with other AWS products.mp4 19.7 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 8 Use Step Functions with AWS Services/002. 8.2 Use DynamoDB with step functions.mp4 22.1 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 8 Use Step Functions with AWS Services/003. 8.3 Use AWS ECSFargate with step functions.mp4 38 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 8 Use Step Functions with AWS Services/004. 8.4 Use AWS Callback Pattern.mp4 18.9 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 9 Serverless Relational Databases/001. 9.1 Serverless relational databases.mp4 20.4 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 9 Serverless Relational Databases/002. 9.2 Use Aurora Serverless.mp4 15.5 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 9 Serverless Relational Databases/003. 9.3 Use Data API for Aurora Serverless.mp4 19.4 MB
  • [TutsNode.org] - Data Engineering with Python and AWS Lambda/Lesson 9 Serverless Relational Databases/004. 9.4 Use stored procedures to invoke Lambda.mp4 45.3 MB

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