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بناء نموذج تعلم الآلة باستخدام Power BI

Nermin Elgrawany

بنهاية هذا المشروع ، ستكون خبير بكيفية عمل نموذج تعلم الآلة لاستخدامها في اي مجال باستخدام Power BI

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بنهاية هذا المشروع ، ستكون خبير بكيفية عمل نموذج تعلم الآلة لاستخدامها في اي مجال باستخدام Power BI

Power BI هو تطبيق من Microsoft يتميز بالاحترافية في تحليل البيانات وعرضها وايضا لانشاء نموذج تعلم الآلة من خلال العمل على منصة Automated ML في Power BI، وخلال هذا المشروع ستتعلم كيفية انشاء تعلم الآلة نموذج التي تفيد في الاجابة على الاسئلة الخاصة بالعمل وايضا عمل تنبؤات وتوصيات وبالتالي المساعدة في اتخاذ القرار.

هذا المشروع مخصص للأشخاص المهتمين بمجال تحليل البيانات وال تعلم الآلة باستخدام Power BI ، ولذلك فان هذا المشروع ليس للمبتدئين، فطبعا المعرفة الأساسية بتعلم الآلة مهمة جدا للاستفادة من هذا المشروع مثل ما هو ال تعلم الآلة وانواعه والخوارزميات المختلفة المستخدمة وأيضا خطوات بناء النموذج.

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What's inside

Syllabus

بناء نموذج تعلم الآلة باستخدام Power BI
بنهاية هذا المشروع ، ستكون خبير بكيفية عمل نموذج تعلم الآلة لاستخدامها في اي مجال باستخدام Power BI Power BI هو تطبيق من Microsoft يتميز بالاحترافية في تحليل البيانات وعرضها وايضا لانشاء نموذج تعلم الآلة من خلال العمل على منصة Automated ML في Power BI، وخلال هذا المشروع ستتعلم كيفية انشاء تعلم الآلة نموذج التي تفيد في الاجابة على الاسئلة الخاصة بالعمل وايضا عمل تنبؤات وتوصيات وبالتالي المساعدة في اتخاذ القرار. هذا المشروع مخصص للأشخاص المهتمين بمجال تحليل البيانات وال تعلم الآلة باستخدام Power BI ، ولذلك فان هذا المشروع ليس للمبتدئين، فطبعا المعرفة الأساسية بتعلم الآلة مهمة جدا للاستفادة من هذا المشروع مثل ما هو ال تعلم الآلة وانواعه والخوارزميات المختلفة المستخدمة وأيضا خطوات بناء النموذج.

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
مناسب للأشخاص المهتمين بمجال تحليل البيانات وال تعلم الآلة باستخدام Power BI

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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 بناء نموذج تعلم الآلة باستخدام Power BI with these activities:
Review course notes
Summarizes and reinforces key concepts and information presented in the course.
Browse courses on Machine Learning
Show steps
  • Gather course notes, handouts, and assignments
  • Highlight important concepts and ideas
  • Review and summarize the notes regularly
Follow online tutorials
Reinforces understanding of concepts covered in the course by providing additional examples and explanations.
Browse courses on Machine Learning
Show steps
  • Search for tutorials on machine learning and Power BI
  • Follow the instructions in the tutorials
  • Complete any exercises or assignments provided in the tutorials
Complete practice exercises
Solidifies knowledge of machine learning concepts and techniques specifically used in a Power BI environment.
Browse courses on Machine Learning
Show steps
  • Review the course material on machine learning
  • Attempt the practice exercises provided in the course
  • Compare and analyze the results
Eight other activities
Expand to see all activities and additional details
Show all 11 activities
ممارسة إنشاء نماذج تعلم الآلة في Power BI
ستساعدك ممارسة إنشاء نماذج تعلم الآلة في تحسين مهاراتك في استخدام Power BI وبناء النماذج الدقيقة.
Show steps
  • جمع البيانات وإنشاء مجموعة بيانات في Power BI
  • استكشاف البيانات واختيار الميزات ذات الصلة
  • تدريب نماذج تعلم الآلة المختلفة باستخدام Power BI
  • تقييم أداء النماذج وتحسينها
اتباع دروس حول استخدام Power BI في تعلم الآلة
سيساعدك اتباع الدروس في تحسين مهاراتك في استخدام Power BI لإنشاء نماذج تعلم الآلة.
Show steps
  • البحث عن دروس عبر الإنترنت حول Power BI وتعلم الآلة
  • اتباع الدروس خطوة بخطوة
  • تطبيق ما تعلمته في التدريبات العملية
Machine Learning Model for Business Problem
Apply your knowledge by creating a machine learning model in Power BI to solve a real-world business problem, enhancing your practical skills in data analysis and problem-solving.
Show steps
  • Identify a suitable business problem that can be addressed with machine learning
  • Prepare and clean the data for analysis using Power Query
  • Use Power BI's Automated ML to train and evaluate different machine learning models
  • Deploy the best-performing model and monitor its results
Develop a machine learning model
Provides hands-on experience in building and deploying a machine learning model using the skills learned in the course.
Browse courses on Machine Learning
Show steps
  • Identify a problem to solve using machine learning
  • Gather and prepare the data
  • Build and train the model
  • Deploy and evaluate the model
إنشاء نموذج تعلم آلي في Power BI لحل مشكلة تجارية
سيمكنك إنشاء نموذج تعلم آلي لحل مشكلة تجارية من تطبيق المعرفة والمهارات المكتسبة في الدورة التدريبية.
Show steps
  • تحديد مشكلة تجارية مناسبة
  • جمع البيانات وإعدادها
  • إنشاء نموذج تعلم الآلة وتدريبه وتقييمه
  • بناء الحل وتقديم النتائج
Contribute to the Power BI Community
Expand your knowledge and connect with the broader Power BI community by contributing to open-source projects, providing valuable insights and enhancing the ecosystem.
Browse courses on Community Involvement
Show steps
  • Explore the Power BI GitHub repository and identify areas where you can contribute
  • Submit bug reports, feature requests, or code improvements
  • Engage with the community by responding to discussions and participating in forums
مساعدة الآخرين في تعلم وتطبيق تعلم الآلة باستخدام Power BI
سيساعدك توجيه الآخرين على ترسيخ فهمك لتعلم الآلة باستخدام Power BI وتعزيز مهاراتك في شرح المفاهيم للآخرين.
Show steps
  • الانضمام إلى مجتمعات التعلم عبر الإنترنت أو منتديات المناقشة
  • الإجابة على أسئلة الآخرين وتقديم الدعم
  • إنشاء المحتوى التعليمي الخاص بك مثل المقالات أو مقاطع الفيديو التعليمية
إنشاء محتوى تعليمي حول تعلم الآلة باستخدام Power BI
سيساعدك إنشاء محتوى تعليمي على تحسين فهمك لتعلم الآلة باستخدام Power BI ويمكنه أيضًا مساعدة الآخرين على التعلم.
Show steps
  • اختيار موضوع مناسب ذو صلة بمحتوى الدورة
  • إجراء البحوث وتجميع المعلومات
  • إنشاء محتوى تعليمي مثل المقالات أو مقاطع الفيديو التعليمية
  • مشاركة المحتوى الخاص بك مع الآخرين

Career center

Learners who complete بناء نموذج تعلم الآلة باستخدام Power BI will develop knowledge and skills that may be useful to these careers:
Machine Learning Engineer
Machine Learning Engineers are responsible for developing and deploying machine learning models. This course would be helpful for Machine Learning Engineers because it would provide them with the skills to build and deploy machine learning models using Power BI. This course can help Machine Learning Engineers improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Data Scientist
Data Scientists are responsible for using data to solve business problems. This course would be helpful for Data Scientists because it would provide them with the skills to build machine learning models that can be used to solve business problems. This course can help Data Scientists improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Operations Research Analyst
Operations Research Analysts are responsible for using mathematical and analytical techniques to solve business problems. This course would be helpful for Operations Research Analysts because it would provide them with the skills to build machine learning models that can be used to solve business problems. This course can help Operations Research Analysts improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Financial Analyst
Financial Analysts are responsible for analyzing financial data and making recommendations on investment decisions. This course would be helpful for Financial Analysts because it would provide them with the skills to build machine learning models that can be used to analyze financial data and make recommendations on investment decisions. This course can help Financial Analysts improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Business Analyst
Business Analysts are responsible for analyzing business processes and identifying opportunities for improvement. This course would be helpful for Business Analysts because it would provide them with the skills to build machine learning models that can be used to identify opportunities for improvement. This course can help Business Analysts improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Data Analyst
Data Analysts are responsible for collecting, cleaning, and analyzing data to help businesses make informed decisions. This course would be helpful for Data Analysts because it would provide them with the skills to build machine learning models that can be used to identify trends and patterns in data. This course can help Data Analysts stay up-to-date on the latest machine learning techniques and improve their ability to contribute to their organization's success.
Marketing Analyst
Marketing Analysts are responsible for analyzing marketing data and making recommendations on marketing campaigns. This course would be helpful for Marketing Analysts because it would provide them with the skills to build machine learning models that can be used to analyze marketing data and make recommendations on marketing campaigns. This course can help Marketing Analysts improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Statistician
Statisticians are responsible for collecting, analyzing, and interpreting data. This course would be helpful for Statisticians because it would provide them with the skills to build machine learning models that can be used to analyze data. This course can help Statisticians improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Insurance Analyst
Insurance Analysts are responsible for analyzing insurance data and making recommendations on insurance policies. This course would be helpful for Insurance Analysts because it would provide them with the skills to build machine learning models that can be used to analyze insurance data and make recommendations on insurance policies. This course can help Insurance Analysts improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Product Manager
Product Managers are responsible for managing the development and launch of new products. This course would be helpful for Product Managers because it would provide them with the skills to build machine learning models that can be used to improve the performance of new products. This course can help Product Managers improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Data Engineer
Data Engineers are responsible for designing and building data pipelines. This course would be helpful for Data Engineers because it would provide them with the skills to build machine learning models that can be used to improve the performance of data pipelines. This course can help Data Engineers improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Quantitative Analyst
Quantitative Analysts are responsible for using mathematical and statistical techniques to analyze financial data. This course would be helpful for Quantitative Analysts because it would provide them with the skills to build machine learning models that can be used to analyze financial data. This course can help Quantitative Analysts improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Actuary
Actuaries are responsible for assessing and managing financial risks. This course would be helpful for Actuaries because it would provide them with the skills to build machine learning models that can be used to assess and manage financial risks. This course can help Actuaries improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Software Engineer
Software Engineers are responsible for designing, developing, and maintaining software applications. This course would be helpful for Software Engineers because it would provide them with the skills to build machine learning models that can be used to improve the performance of software applications. This course can help Software Engineers improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.
Risk Manager
Risk Managers are responsible for identifying and managing risks. This course would be helpful for Risk Managers because it would provide them with the skills to build machine learning models that can be used to identify and manage risks. This course can help Risk Managers improve their skills and knowledge in using Power BI, which is a popular tool for building and deploying machine learning models.

Reading list

We've selected 11 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in بناء نموذج تعلم الآلة باستخدام Power BI.
Provides comprehensive coverage of how to use Power BI for machine learning tasks. It covers the basics of machine learning, as well as more advanced topics such as feature engineering and model evaluation. It valuable resource for anyone who wants to learn how to use Power BI for machine learning.
Provides a comprehensive introduction to pattern recognition and machine learning. It valuable resource for anyone who wants to learn the theory and practice of machine learning.
Provides a practical introduction to machine learning. It valuable resource for anyone who wants to learn how to apply machine learning to real-world problems.
Provides a comprehensive introduction to machine learning with Python. It valuable resource for anyone who wants to learn how to build and train machine learning models with Python.
Provides a comprehensive introduction to machine learning in finance. It valuable resource for anyone who wants to learn how to apply machine learning to real-world financial problems.
Provides a practical introduction to machine learning for non-technical readers. It valuable resource for anyone who wants to learn how to apply machine learning to real-world problems.
Provides a comprehensive introduction to deep learning. It valuable resource for anyone who wants to learn how to build and train deep learning models.
Provides a gentle introduction to machine learning. It valuable resource for anyone who is new to machine learning and wants to learn the basics.

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