# Yapay Zekâ: dersler ve ön koşul haritası — ManySpace

Canonical: https://manyspace.aporia.systems/tr/subjects/ai
Updated: 2026-10-13

ManySpace'te Yapay Zekâ: derslere ayrılmış konular; her konu gerçekten ihtiyaç duyduğu ön koşullarla birlikte.

## Foundations

- [Veri ve Temsil](https://manyspace.aporia.systems/tr/subjects/ai/data-and-representation-83)
- [Öğrenmenin Temelleri](https://manyspace.aporia.systems/tr/subjects/ai/foundations-of-learning-82)
- [Optimizasyon Olarak Öğrenme](https://manyspace.aporia.systems/tr/subjects/ai/learning-as-optimization-85)
- [Doğrusal Modeller: Regresyon](https://manyspace.aporia.systems/tr/subjects/ai/linear-models-regression-84)
- [Sınıflandırma](https://manyspace.aporia.systems/tr/subjects/ai/classification-88)
- [Genelleme ve Model Seçimi](https://manyspace.aporia.systems/tr/subjects/ai/generalization-and-model-selection-86)
- [Öğrenme Kuramı](https://manyspace.aporia.systems/tr/subjects/ai/learning-theory-89)
- [Olasılıksal Makine Öğrenmesi](https://manyspace.aporia.systems/tr/subjects/ai/probabilistic-machine-learning-87)

## AI Reasoning

- [Yapay Zekâ Temelleri: Ajanlar, Arama ve Kararlar](https://manyspace.aporia.systems/tr/subjects/ai/ai-foundations-agents-search-and-decisions-92)
- [Bilgi Temsili, Akıl Yürütme ve Planlama](https://manyspace.aporia.systems/tr/subjects/ai/knowledge-representation-reasoning-and-planning-93)
- [Olasılıksal Graf Modelleri ve Çıkarım](https://manyspace.aporia.systems/tr/subjects/ai/probabilistic-graphical-models-and-inference-94)
- [Nedensel Çıkarım](https://manyspace.aporia.systems/tr/subjects/ai/causal-inference-113)

## Classical ML

- [Klasik Makine Öğrenmesi](https://manyspace.aporia.systems/tr/subjects/ai/classical-machine-learning-90)
- [Denetimsiz Öğrenme](https://manyspace.aporia.systems/tr/subjects/ai/unsupervised-learning-91)

## Deep Learning

- [Yapay Sinir Ağları](https://manyspace.aporia.systems/tr/subjects/ai/neural-networks-95)
- [Dizi Modelleme](https://manyspace.aporia.systems/tr/subjects/ai/sequence-modeling-96)
- [Dikkat Mekanizması](https://manyspace.aporia.systems/tr/subjects/ai/attention-98)
- [Temsil ve Gömme](https://manyspace.aporia.systems/tr/subjects/ai/representation-and-embeddings-97)
- [Transformer Modelleri](https://manyspace.aporia.systems/tr/subjects/ai/transformers-99)

## Generative Models

- [Üretken Modeller](https://manyspace.aporia.systems/tr/subjects/ai/generative-models-100)

## Language

- [İnce Ayar ve Uyarlama](https://manyspace.aporia.systems/tr/subjects/ai/fine-tuning-and-adaptation-102)
- [Dil Modelleme ve Büyük Dil Modelleri](https://manyspace.aporia.systems/tr/subjects/ai/language-modeling-and-llms-101)
- [Doğal Dil İşleme](https://manyspace.aporia.systems/tr/subjects/ai/natural-language-processing-103)
- [Bilgi Getirme ve Dayandırma](https://manyspace.aporia.systems/tr/subjects/ai/retrieval-and-grounding-104)

## Perception

- [Bilgisayarlı Görü](https://manyspace.aporia.systems/tr/subjects/ai/computer-vision-105)
- [Çok Kipli Öğrenme](https://manyspace.aporia.systems/tr/subjects/ai/multimodal-learning-107)
- [Konuşma ve Ses](https://manyspace.aporia.systems/tr/subjects/ai/speech-and-audio-106)

## Decision Making

- [Yapay Zekâ Ajanları](https://manyspace.aporia.systems/tr/subjects/ai/ai-agents-109)
- [Pekiştirmeli Öğrenme](https://manyspace.aporia.systems/tr/subjects/ai/reinforcement-learning-108)

## Structured Data

- [Graf Makine Öğrenmesi](https://manyspace.aporia.systems/tr/subjects/ai/graph-machine-learning-110)
- [Zaman Serileri ve Tahmin](https://manyspace.aporia.systems/tr/subjects/ai/time-series-and-forecasting-111)
- [Öneri Sistemleri](https://manyspace.aporia.systems/tr/subjects/ai/recommender-systems-112)

## Evaluation & Trust

- [Değerlendirme](https://manyspace.aporia.systems/tr/subjects/ai/evaluation-115)
- [Yorumlanabilirlik](https://manyspace.aporia.systems/tr/subjects/ai/interpretability-116)
- [Sorumlu ve Güvenilir Makine Öğrenmesi](https://manyspace.aporia.systems/tr/subjects/ai/responsible-and-reliable-ml-117)
- [Güvenlik ve Gizlilik](https://manyspace.aporia.systems/tr/subjects/ai/security-and-privacy-118)

## Systems

- [Üretimde Yapay Zekâ Sistemleri](https://manyspace.aporia.systems/tr/subjects/ai/production-ai-systems-114)