01 Yapay Zekâ ve Üretken AI
- AI assistants / research: ChatGPT, Claude, Gemini, Copilot, Perplexity, Deep Research, NotebookLM
- kaynak doğrulama ve evidence yaklaşımı
- üretken yapay zekâ
- foundation models
- LLM / SLM
- reasoning models
- multimodal AI
- predictive / generative / recommendation AI
- NLP, vision, speech, OCR
- assistive AI ve agentic AI
02 Prompt & Context Engineering
- rol / amaç / kısıt / örnek / çıktı yapıları
- zero-shot ve few-shot
- structured outputs
- JSON ve JSON Schema
- context packages
- tools
- memory
- permissions
- prompt chaining
- critique
- templates
- Agent Skills
03 Agentic AI ve AI Otomasyonu
- AI agents
- MCP: tools / resources / prompts
- A2A
- Agent Skills
- human-in-the-loop
- tool permissions
- guardrails
- LangChain / LangGraph kavramları
- Microsoft Copilot Studio
- Dify
- n8n
- Make AI Agents
- Zapier Agents
- CrewAI
- LlamaIndex
- API
- webhook
- connector
- event-driven flows
- fixed vs dynamic workflows
04 RAG ve Kurumsal Bilgi Sistemleri
- ingestion
- chunking
- embedding
- retrieval
- vector search
- hybrid search
- reranking
- knowledge graph
- ontology
- GraphRAG
- Pinecone
- Qdrant
- LlamaIndex
- RAG ile fine-tuning ayrımı
- kurumsal bilgi mimarisi
05 Machine Learning
- supervised learning
- unsupervised learning
- reinforcement learning
- forecasting
- classification
- anomaly detection
- recommendation
- model validation
- baseline
- feature / data quality yaklaşımı
- model sonuçlarının gerçek iş etkisiyle değerlendirilmesi
06 Veri Analitiği, BI ve Big Data
- Power BI
- Tableau
- Dataiku
- KNIME
- Text-to-SQL
- exploratory analysis
- visualization
- forecasting
- KPI
- baseline
- correlation vs causality
- big data
- veri akışları
- Kafka / Flink / Spark deneyimi
- Oracle / MySQL / PostgreSQL / MongoDB / Redis
- batch ve gerçek zamanlı veri işleme
07 Cloud Computing ve AI Operasyonu
- cloud computing
- Microsoft Foundry
- Amazon Bedrock
- Google Cloud Gemini Enterprise Agent Platform
- SaaS / API / public cloud / private cloud / on-prem / hybrid / edge
- Ollama
- LM Studio
- Hugging Face
- containerization
- Docker
- Kubernetes
- observability
- token / latency / caching / routing
- FinOps
08 Yazılım ve Hızlı Ürün Geliştirme
- C
- C++
- C#
- Java
- Python
- JavaScript
- Go
- Node.js
- Spring Boot
- React
- Angular
- Flutter
- Figma Make
- Lovable
- Bolt
- v0
- Replit
- Cursor
- GitHub Copilot
- Codex
- Claude Code
- yapay zekâ destekli hızlı yazılım geliştirme
- build-to-elicit
- natural-language prototyping
- spec-driven development
- requirement → example → test → code
- screen / workflow / data / API / UAT
09 İş Analizi ve Gereksinim Mühendisliği
- BA planning & monitoring
- elicitation & collaboration
- requirements lifecycle management
- strategy analysis
- requirements analysis & design definition
- solution evaluation
- stakeholder management
- problem statement
- BRD / SRS / FRS
- Epic
- User Story
- acceptance criteria
- business rules
- NFR
- scenarios
- RTM
- traceability
- impact / change analysis
- SIT / UAT
- Jira
- Confluence
- Rovo
- Copilot4DevOps
10 Sistem ve Süreç Modelleme
- BPMN
- UML
- ERD
- DFD
- C4
- Customer Journey
- Miro AI
- process mining
- Celonis
- UiPath Maestro
- AS-IS / TO-BE
- exceptions
- handoff
- process owner
- süreç zekâsı
11 Çözüm ve Sistem Mimarisi
- solution architecture
- system architecture
- HLD / LLD
- ICD / ISD
- API / integration
- service architecture
- cloud / on-prem / hybrid
- SDLC
- V-Model
- Agile / Scrum / Kanban
- CI/CD
- Jenkins
- GitLab CI
- system engineering
- scalability / reliability / security / operability
12 Telekomünikasyon ve 5G Sistemleri
- 5G
- GSM / UMTS / LTE
- BSS / OSS
- Huawei CBS / OCS
- charging / billing
- CRM
- PRM
- Mediation
- PCRF
- VAS
- URP
- SCP
- MSC
- IMS
- SIP
- SS7
- Diameter
- MAP
- CAP
- IN
- telecom solution architecture
- network analytics
- veri maskeleme
- NetFlow anomaly detection
13 AI Çözüm Tasarımı ve Ürün Deneyimi
- use case
- KPI
- business case
- build / buy
- data readiness
- data contracts
- baseline
- pilot
- A/B testing
- source / explanation / correction / fallback
- quality / cost / latency / security / ownership
- user experience
- screen / workflow / data / API / UAT alignment
14 AI Evals, Test ve Observability
- golden datasets
- rubrics
- adversarial / edge cases
- groundedness
- faithfulness
- relevance
- task success
- human evaluation
- LLM-as-judge
- regression
- LangSmith
- Langfuse
- Promptfoo
- Ragas
- hallucination
- bias
- drift
- cost
- latency monitoring
15 AI Güvenliği, Etik ve Yönetişim
- prompt injection
- data leakage
- overprivilege
- bias
- PII masking
- least privilege
- RBAC
- audit trail
- AI inventory
- risk register
- owner
- approval gates
- NIST AI RMF
- ISO/IEC 42001
- OWASP GenAI
- EU AI Act
- KVKK
- GDPR applicable olduğunda
- accountability
- appeal
- monitoring
- rollback
16 Araştırma, Kurumsal Bilgi ve Karar Destek
- AI destekli araştırma
- kaynak doğrulama
- evidence
- Meeting AI
- Otter
- Fireflies
- Zoom AI / ZoomMate
- Notion AI
- Glean
- interviews
- summaries
- decisions / actions / themes
- personas / scenarios
- kurum bilgisinin aranabilir ve izlenebilir hale getirilmesi
- karar destek
17 Teknik İletişim ve Teknoloji Benimseme
- Gamma
- Canva AI
- Microsoft 365 Copilot
- Adobe Firefly
- ElevenLabs
- Runway
- executive summary
- storyboard
- change material
- AI literacy
- ekip eğitimi
- teknoloji benimseme
- value measurement
- teknik bilgiyi iş diline dönüştürme