خطوط البيانات مع AWS: أنشئ خط بيانات في الوقت الفعلي from Coursera

يهدف هذا المشروع الارشادي الذي يستغرق 60 دقيقة الى تعليم مهندسي البيانات كيفية إنشاء خط بيانات شامل في الوقت الفعلي باستخدام خدمات AWS. هذا المشروع متوسط المستوىز بنهاية المشروع ، سيكتسب المتعلمون خبرة عملية في تدفق البيانات ومعالجتها وتخزينها من خلال إنشاء خط بيانات في الوقت الفعلي بالإضافة إلى تعلم أفضل الممارسات لتصميم وتنفيذ حلول هندسة بيانات فعالة من حيث التكلفة على AWS باستخدام AWS Kinesis و Lambda و Amazon S3.

هذا المشروع مُخصص لمهندسي البيانات الراغبين في تعلم خطوط أنابيب البيانات ، لدمج البيانات من مصادر مختلفة في وجهة واحدة مشتركة ، وتمكين تحليل البيانات السريع لرؤى الأعمال. سيتم ذلك من خلال بناء نظام دفق بيانات في الوقت الفعلي لشركة تجارية. يتكون النظام من خط بيانات يهدف إلى تدفق بيانات الأسهم مثل الأسعار وتسليمها لعملاء الشركة الذين سيتخذون الإجراءات اللازمة وفقًا لذلك.

يتطلب هذا المشروع معرفة المفاهيم الأساسية في Javascript، مثل أنواع البيانات والحلقات والوظائف بالاضافة الي معرفة خطوات خط أنابيب البيانات الأساسية مثل التحويل والزيادة والتصفية والتجميع

What's inside

Syllabus

Traffic lights

Read about what's good

what should give you pause

and possible dealbreakers

يعلم مهندسي البيانات كيفية إنشاء خط بيانات شامل في الوقت الفعلي باستخدام خدمات AWS

يُعقد عبر مزود كورسيرا

مناسب لمهندسي البيانات الذين يرغبون في تعلم خطوط أنابيب البيانات

يتكون من خط بيانات يهدف إلى تدفق بيانات الأسهم مثل الأسعار وتسليمها لعملاء الشركة

يتطلب معرفة المفاهيم الأساسية في Javascript، مثل أنواع البيانات والحلقات والوظائف

يغطي موضوعات متقدمة مثل دفق البيانات ومعالجتها وتخزينها باستخدام خدمات AWS

Reviews summary

خطوط بيانات aws: دليل عملي سريع

وفقًا للمتعلمين، يقدم مشروع "خطوط البيانات مع AWS: أنشئ خط بيانات في الوقت الفعلي" تجربة تعليمية عملية ومكثفة مثالية لمهندسي البيانات. يبرز العديد من الطلاب مدى وضوح الشرح وتركيزه على بناء حل حقيقي. يُقدر المتعلمون أن بيئة العمل غالبًا ما تكون معدة مسبقًا، مما يوفر وقت الإعداد الثمين. ومع ذلك، يشير بعض المراجعين إلى أن الوتيرة سريعة جدًا، مما قد يتطلب معرفة مسبقة قوية بـ JavaScript وAWS، وقد يجدها المبتدئون في هذه المجالات أقل عمقًا مما يتمنون. على الرغم من ذلك، يظل المشروع فعالاً للغاية كدليل سريع ومباشر للتطبيق العملي.

المشروع يستلزم إلمامًا بـ JavaScript وخدمات AWS.

"هذا المشروع يتطلب معرفة جيدة بالجافاسكريبت وAWS، وليس للمبتدئين تمامًا."

"إذا لم تكن لديك خلفية سابقة في AWS، فقد تجد المشروع تحديًا في وتيرته السريعة."

"أنصح به لمن لديهم أساسيات في تطوير الويب وخدمات AWS."

توفر بيئة العمل المعدة مسبقًا وقت الإعداد للمتعلمين.

"بيئة العمل كانت جاهزة تمامًا، وهذا وفر الكثير من الوقت وجعلني أركز على التعلم."

"أقدر توفير بيئة التدريب الجاهزة، فهي تسرع عملية التعلم والتركيز على المشروع."

المدرب يقدم شرحًا موجزًا وواضحًا يسهل متابعته.

"شرح المدرب كان واضحًا ومباشرًا، مما جعل العملية سهلة المتابعة."

"المدرب يشرح النقاط الأساسية بتركيز، وهو ما أقدره في مشروع مدته 60 دقيقة."

"الدورة جيدة جدا و مفيدة. المدرس شرح بطريقة مبسطة جدا."

المشروع يركز على التطبيق العملي لبناء خطوط البيانات في الوقت الفعلي.

"المشروع رائع ويقدم تجربة عملية مفيدة للغاية لبناء خطوط البيانات الحقيقية."

"استطعت تطبيق المفاهيم على الفور في مشروع واقعي، مما عزز فهمي بشكل كبير."

"تساعدني هذه الدورة في فهم خط أنابيب البيانات في الوقت الفعلي وتطبيقها في عملي."

المشروع سريع وقد لا يتعمق في بعض المفاهيم المتقدمة.

"المشروع جيد لكنه سريع جدًا، أتمنى لو كان هناك المزيد من التفاصيل لبعض الأجزاء."

"بالنظر إلى مدته القصيرة، لا يمكنه تغطية كل شيء بعمق، لكنه بداية ممتازة."

"الدورة مفيدة، ولكنها سريعة جدًا في بعض الجوانب مما قد يصعب على البعض."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in خطوط البيانات مع AWS: أنشئ خط بيانات في الوقت الفعلي with these activities:

Reach out to professionals in the field of data engineering

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Connecting with experienced professionals can provide valuable insights, career advice, and potential collaboration opportunities.

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Identify data engineers or data scientists on LinkedIn or other professional networking platforms
Send personalized connection requests and messages
Request informational interviews to learn about their experiences and career paths

Join a study group or online forum for data engineering

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Engaging with peers provides an opportunity to share knowledge, ask questions, and reinforce concepts learned in the course.

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Search for data engineering study groups or forums online
Join a group that aligns with your interests and skill level
Participate in discussions, ask questions, and share your experiences

Attend a workshop on cloud data engineering

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Attending a workshop will provide hands-on experience and in-depth knowledge of cloud data engineering technologies, complementing the course material.

Browse courses on Cloud Data Engineering

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Research and identify workshops on cloud data engineering
Register for a workshop that fits your schedule and interests
Attend the workshop and actively participate in the sessions

Three other activities

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Show all six activities

Review AWS Kinesis and Lambda documentation

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Understanding the basics of AWS Kinesis and Lambda will provide a strong foundation for building the real-time data pipeline in this course.

Browse courses on AWS Kinesis

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Visit the AWS Kinesis documentation: https://docs.aws.amazon.com/kinesis/
Visit the AWS Lambda documentation: https://docs.aws.amazon.com/lambda/
Review the concepts of streams, shards, and producers in Kinesis
Understand the purpose and functionality of Lambda functions

Create a simple Node.js Lambda function

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Hands-on experience in creating a Lambda function will reinforce the concepts learned in the course and facilitate troubleshooting.

Browse courses on Node.js

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Create a new Node.js project using your preferred IDE or command line
Install the AWS SDK for Node.js
Write a simple Lambda function that logs a message
Deploy the function to AWS Lambda
Test the function by invoking it

Design and implement a data pipeline using AWS Kinesis and Lambda

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Building a data pipeline from scratch will provide a comprehensive understanding of the course material and its practical application.

Browse courses on Data Pipeline

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Gather requirements and define the data flow
Create a Kinesis stream and configure its properties
Create a Lambda function to process the data
Deploy the pipeline and test its functionality
Monitor and troubleshoot the pipeline

Career center

Learners who complete خطوط البيانات مع AWS: أنشئ خط بيانات في الوقت الفعلي will develop knowledge and skills that may be useful to these careers:

Data Engineer

Data Engineers design, build, and maintain the infrastructure and tools that enable data scientists and analysts to access and analyze data. This course provides a solid foundation in the AWS services used for data engineering, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to build and manage data pipelines that can process and analyze large volumes of data in real time.

See salaries and explore the career path for Data Engineer

Data Architect

Data Architects design and implement the architecture for data management systems. This course provides a comprehensive overview of the AWS services used for data architecture, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the knowledge and skills needed to design and implement data pipelines that can meet the needs of your organization.

See salaries and explore the career path for Data Architect

Data Scientist

Data Scientists use data to build models that can predict future outcomes. This course provides a solid foundation in the AWS services used for data science, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to build and deploy models that can help your organization make better decisions.

See salaries and explore the career path for Data Scientist

Machine Learning Engineer

Machine Learning Engineers build and deploy machine learning models. This course provides a solid foundation in the AWS services used for machine learning, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to build and deploy machine learning models that can help your organization solve complex problems.

See salaries and explore the career path for Machine Learning Engineer

Cloud Architect

Cloud Architects design and implement cloud-based solutions. This course provides a comprehensive overview of the AWS services used for cloud architecture, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the knowledge and skills needed to design and implement cloud-based solutions that can meet the needs of your organization.

See salaries and explore the career path for Cloud Architect

Software Engineer

Software Engineers design, build, and maintain software applications. This course provides a solid foundation in the AWS services used for software development, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to build and deploy software applications that can scale to meet the demands of your users.

See salaries and explore the career path for Software Engineer

Database Administrator

Database Administrators design, build, and maintain databases. This course provides a comprehensive overview of the AWS services used for database management, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the knowledge and skills needed to design and implement database solutions that can meet the needs of your organization.

See salaries and explore the career path for Database Administrator

Systems Engineer

Systems Engineers design, build, and maintain computer systems. This course provides a comprehensive overview of the AWS services used for systems engineering, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the knowledge and skills needed to design and implement computer systems that can meet the needs of your organization.

See salaries and explore the career path for Systems Engineer

Network Engineer

Network Engineers design, build, and maintain computer networks. This course provides a comprehensive overview of the AWS services used for network engineering, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the knowledge and skills needed to design and implement computer networks that can meet the needs of your organization.

See salaries and explore the career path for Network Engineer

Security Engineer

Security Engineers design, build, and maintain computer security systems. This course provides a comprehensive overview of the AWS services used for security engineering, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the knowledge and skills needed to design and implement computer security systems that can meet the needs of your organization.

See salaries and explore the career path for Security Engineer

Business Analyst

Business Analysts analyze business needs and develop solutions to improve business processes. This course provides a solid foundation in the AWS services used for business analysis, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to analyze business needs and develop solutions that can help your organization achieve its goals.

See salaries and explore the career path for Business Analyst

Product Manager

Product Managers define and manage the development of products. This course provides a solid foundation in the AWS services used for product management, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to define and manage the development of products that meet the needs of your customers.

See salaries and explore the career path for Product Manager

Project Manager

Project Managers plan and manage projects. This course provides a solid foundation in the AWS services used for project management, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to plan and manage projects that can deliver successful outcomes.

See salaries and explore the career path for Project Manager

Technical Writer

Technical Writers create documentation for technical products. This course provides a solid foundation in the AWS services used for technical writing, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to create documentation that is clear, concise, and easy to understand.

See salaries and explore the career path for Technical Writer

Sales Engineer

Sales Engineers help customers understand and purchase technical products. This course provides a solid foundation in the AWS services used for sales engineering, such as AWS Kinesis, Lambda, and Amazon S3. By completing this course, you will gain the skills needed to help customers understand and purchase technical products that can meet their needs.

See salaries and explore the career path for Sales Engineer