- Public Relations and Crisis Communication
- Media Discourse and Social Analysis
- Educational Innovations and Challenges
- Cloud Computing and Resource Management
- Media Studies and Communication
- Educational Methods and Analysis
- Caching and Content Delivery
- Families in Therapy and Culture
- Islamic Thought and Society Studies
- Educator Training and Historical Pedagogy
- Recommender Systems and Techniques
- Environmental Education and Sustainability
- Education Practices and Challenges
- Foreign Language Teaching Methods
- Values and Moral Education
- Data Stream Mining Techniques
- Software System Performance and Reliability
- Stochastic Gradient Optimization Techniques
- Organizational Leadership and Management Strategies
Meta (United States)
2022
Istanbul Aydın University
2019-2021
Meta (Israel)
2020
Deep learning recommendation models (DLRMs) have been used across many business-critical services at Meta and are the single largest AI application in terms of infrastructure demand its data-centers. In this paper, we present Neo, a software-hardware co-designed system for high-performance distributed training large-scale DLRMs. Neo employs novel 4D parallelism strategy that combines table-wise, row-wise, column-wise, data massive embedding operators addition, enables extremely...
The demand for stream processing at Facebook has grown as services increasingly rely on real-time signals to speed up decisions and actions. Emerging applications require strict Service Level Objectives (SLOs) with low downtime lag-even in the presence of failures load variability. Addressing this challenge scale led development Turbine, a management platform designed bridge gap between capabilities existing general-purpose cluster frameworks Facebook's requirements. Specifically, Turbine...
Afetlere karşı yürütülen hazırlık çalışmalarının en önemli hedeflerinden birisini toplumsal yaşamın devamlılığını sağlamak oluşturmaktadır. Bu hedefe ulaşabilmede ise afetlere bireysel risk azaltma faaliyetlerinin yürütülmesi hayati önem taşımaktadır. Ancak afet riski altındaki bir toplumun geneline ulaşarak bu farkındalığı oluşturmak zaman ve maliyet açısından yüksek değerlerle gerçekleşebilmektedir. Günlük yaşam içerisinde bilgi ihtiyacının karşılanması amacıyla genelinde yaygın olarak...
The traditional education methods may remain incapable to meet the today's rising demands by reason of fact that it depends on a time, place, and person.On other hand, training programs in online learning environments offer important advantages for meeting demands, have been become more popular.However, popular disadvantages such as limitation instructor control, boringness due monotony lack experiential learning.These caused platforms where are available, being minimized help technological...
ÖZYaşadığımız çağda afetlerin giderek daha fazla zarara neden olduğu uluslararası kuruluşlar
ÖZAfetler neden olacağı sonuçlar itibariyle bir belirsizlik taşımaktadır.Ayrıca afetlerle mücadelede kısıtlı kaynaklar kullanılmaktadır