Course
Advanced Data Analysis
The Advanced Data Analysis course is a training program that aims to develop participants' skills in data analysis and extracting valuable insights to support decision-making. The course covers advanced techniques in data processing, mining, and analysis using statistical and quantitative methods. Emphasis will be placed on trend analysis, forecasting, and advanced data visualizations. The course also covers data cleaning and quality improvement techniques to ensure accurate results. Participants will be able to interpret data professionally and transform it into clear reports that support strategic decisions. The course includes practical applications and case studies to enhance in-depth understanding. It also aims to develop data storytelling skills and effectively present results. The course is aimed at analysts, professionals, and data managers seeking to enhance their advanced analysis skills. Ultimately, participants will gain the ability to extract insights from data and make sound scientific decisions.
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دورة نماذج اللغة الكبيرة هي برنامج تدريبي يهدف إلى تمكين المشاركين من فهم وتطبيق نماذج اللغة الكبيرة (Large Language Models – LLMs) مثل GPT، BERT وغيرها من النماذج المتقدمة في معالجة اللغة الطبيعية. تتناول الدورة المفاهيم الأساسية لنماذج اللغة الكبيرة وكيفية تدريبها وتطبيقها في مجموعة متنوعة من المهام مثل الترجمة، التلخيص، الإجابة على الأسئلة، وتحليل المشاعر. سيتم التركيز على مفهوم التعلم العميق وتقنيات مثل الشبكات العصبية التوليدية و التحويلات (Transformers) المستخدمة في تدريب نماذج اللغة الكبيرة. كما تشمل الدورة كيفية تحسين أداء النماذج من خلال التعلم الموجه وغير الموجه، واستخدام تقنيات مثل Fine-tuning لتخصيص النماذج لاحتياجات معينة. سيتعلم المشاركون كيفية استخدام أدوات مثل Hugging Face وTensorFlow لتطوير نماذج لغة كبيرة وتحسين أدائها. تتضمن الدورة مشاريع تطبيقية ودراسات حالة عملية تهدف إلى تطوير مهارات استخدام نماذج اللغة الكبيرة في مختلف الصناعات مثل الرعاية الصحية، التعليم، المالية، وقطاع الأعمال. تهدف الدورة إلى توفير فهم عميق لآلية عمل نماذج اللغة الكبيرة وتطبيقاتها العملية في تحسين الأتمتة، تقديم الرؤى الذكية، وتحسين التفاعل مع العملاء. تستهدف الدورة المطورين، الباحثين في الذكاء الاصطناعي، ومحترفي معالجة اللغة الطبيعية الذين يسعون إلى اكتساب مهارات متقدمة في العمل مع نماذج اللغة الكبيرة.
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