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Super Study Guide: Dönüştürücüler ve Büyük Dil Modelleri

Büyük dil modellerine dair ana kavramları ve pratik uygulamaları kapsayan, açık ve görsellerle desteklenmiş bir rehber. Projeler, mülakatlar ve kişisel öğrenme için idealdir.

This book is a translation into Turkish of Super Study Guide: Transformers & Large Language Models which was originally written in English

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About

About

About the Book

Bu kitap; mülakatlar, projeler veya kendi meraklarını gidermek isteyen herkes için büyük dil modellerinin iç işleyişini anlamaya yönelik, özlü ve görselli bir rehberdir.

Kitap 5 bölüme ayrılmıştır:

  • Temeller: yapay sinir ağları ile eğitim ve değerlendirme süreçlerinde önemli olan derin öğrenme kavramlarına giriş
  • Sözcük temsilleri: bölütleme algoritmaları, yoğun sözcük temsilleri (word2vec) ve cümle temsilleri (RNN, LSTM, GRU)
  • Dönüştürücüler: öz-dikkat mekanizmasının ardındaki motivasyon, kodlayıcı- kod çözücü mimarisi ve BERT, GPT ve T5 gibi ilgili varyasyonlara dair ayrıntılı bir inceleme, hesaplamaları hızlandırmaya yönelik ipuçları ve püf noktaları
  • Büyük dil modelleri: dönüştürücü tabanlı modelleri ayarlamak için ana teknikler, örneğin komut mühendisliği (parametre açısından verimli), ince ayarlama ve tercih ayarlaması
  • Uygulamalar: duygu çıkarımı, makine çevirisi, bilgi erişim destekli üretim ve daha birçok yaygın kullanım alanları ve ortak sorunlar

Bu sayfa, (1) kitabın basılı sürümünü zaten satın almış olanlar için ve (2) farklı bölgelerdeki satın alma gücü farklarını dengelemek amacıyla %15’lik bir self-servis indirim sunmaktadır. İlginiz ve desteğiniz için çok teşekkür ederiz!

This book is a translation into Turkish of Super Study Guide: Transformers & Large Language Models which was originally written in English

Author

About the Authors

Afshine Amidi

Afshine Amidi is currently teaching the Transformers & Large Language Models workshop at Stanford and is also leading LLM efforts at Netflix. Previously, he worked on the Gemini team at Google and used NLP techniques to solve complex queries. Before that, he worked at Uber Eats to improve the quality of the search and recommendation systems. On the side, Afshine published a few papers at the intersection of deep learning and computational biology. He holds a Bachelor’s and a Master’s Degree from École Centrale Paris and a Master’s Degree from MIT.

Shervine Amidi

Shervine Amidi is currently teaching the Transformers & Large Language Models workshop at Stanford and is also working on the Gemini team at Google to leverage LLMs for action-based queries. Previously, he worked on applied machine learning problems for recommender systems at Uber Eats where he focused on representation learning to better surface dish recommendations. On the side, Shervine published a few papers at the intersection of deep learning and computational biology. He holds a Bachelor’s and a Master’s Degree from École Centrale Paris and a Master’s Degree from Stanford University.

Merve Ayyüce KIZRAK

With over 15 years of experience in AI, I began my career in 2009 as an Electronics and Communications Engineer. Since then, I have combined my technical expertise with policy and risk management, specialising in computer vision, AI governance, and AI safety. My academic achievements include a PhD in Electronics and Communications Engineering from Yıldız Technical University, a Master’s degree in Economics and FinTech from Bahçeşehir University, and professional certifications from U.C. Berkeley in AI Strategy and 42001 AI Governance System Lead Auditor. In addition, I have had the opportunity to participate in fellowships with organisations such as BlueDot Impact and Future Impact Group, contributing to significant projects focused on AI safety, AI governance, and AI economic design. I received UK Exceptional Global Talent status as an AI Expert in 2026.

My professional experience spans academia, public policy, and the private sector. I have conducted research and taught at numerous universities in Türkiye, including Bahçeşehir University. I have been publishing online courses in AI, education, and mentoring for almost 10 years, reaching over 80,000 students worldwide. I have also provided consultancy to the sector, particularly for startups and EU-funded projects. From 2019 to 2025, I served as an AI Expert at the Digital Transformation Office of the Presidency of the Republic of Turkiye. There, I contributed to Türkiye’s National AI Strategy and managed the internationally recognised Public Sector Data Sapce project. I also contributed to the “Ready, Go, AI: AI Readiness in Emerging Markets” report presented at the 2025 World Economic Forum Davos Summit, and collaborated with organisations such as the OECD, G20, EU, NATO, and the UN.

Currently, as the founder of HUX AI in the UK, we focus on operationalising AI governance and risk management for companies and organisations. We also contribute to capacity-building in responsible AI governance by offering research internship programs. I have been contributing to the AI ecosystem through speaking engagements, mentoring, training programmes, writing and advisory work.

This form helps me understand your request and respond in the most relevant and efficient way.

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