Doğal Dil İşlemeye Genel Bakış
Doğal Dil İşleme Uygulama Alanları
Doğal Dil İşleme Algoritmaları
Natural Language Toolkit (NLTK)
- • Natural Language Toolkit'e Genel Bakış
- • Corpus & Corpora
- • Tokenization
- • Stop Words
- • Stemming
- • PoST
- • Named Entity Recognition
- •Lemmatization
- • Vectorization : Bag-of-Words, TF-IDF, Word2Vec
- • ve dahası…
NLP vs. LLMs
Büyük Dil Modellerine (LLMs) Genel Bakış
Transformer Mimarisi
Attention ve Self-Attention
Encoder-Decoder
Hugging Face Model Hub
Prompt Engineering
- • Zero-Shot, Few-Shot, Chain-of-Thought Örnekleri
- • Prompt Tasarımında Yapılan Tipik Hatalar
- • Gelişmiş Prompt Tektikleri
LLMs vs. AI Agents
AI Agents vs. Agentic A
Prompt Chaining
Routing
Parallelization
Reflection
Tool Use
Planning
Multi-Agent
Memory Management
Model Context Protocol (MCP)
Exception Handling
Human-in-the-Loop
Knowledge Retrieval (RAG)
Inter-Agent Communication (A2A)
Reasoning Techniques
Guardrails/Safety Patterns
Evaluation and Monitoring
Prioritization
MLOps'a Genel Bakış
LLMOps'a Genel Bakış
ML System Lifecycle
MLaaS : Machine Learning as a Servic
LLM Application Deployment
Yapay Zeka Güvenliğine (AI Security) Genel Bakış
LLM Security
OWASP LLM Security Top 10 : LLM Uygulamalarındaki Güvenlik Zafiyetler
Yaklaşan Eğitimler
