Bagian 66

Fundamental ML

1. Google Machine Learning (Pembelajaran Mesin) Glossary

https://developers.google.com/machine-learning/glossary

1. Google MLOps: Continuous delivery and otomasi pipelines

https://docs.cloud.google.com/architecture/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning

Transformer / Model pelatihan

1. Attention Is semua You perlu

https://arxiv.org/abs/1706.03762

1. LoRA: Low-Rank Adaptation of Large Model Bahasa

https://arxiv.org/abs/2106.09685

1. QLoRA: Efficient Finetuning of Quantized LLMs

https://arxiv.org/abs/2305.14314

1. Direct Prujukan Optimization

https://arxiv.org/abs/2305.18290

RAG

1. Retrieval-Augmented Generation for Knowledge-Intensive NLP tugas

https://arxiv.org/abs/2005.11401

1. Anthropic — Contextual Retrieval

https://www.anthropic.com/engineering/contextual-retrieval

1. Microsoft GraphRAG

https://github.com/microsoft/graphrag

Agen / Context

1. Anthropic — membangun Effective Agen

https://www.anthropic.com/engineering/building-effective-agents

1. Anthropic — Effective Rekayasa konteks for AI Agen

https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents

1. Anthropic — Writing effective alat for agen AI

https://www.anthropic.com/engineering/writing-tools-for-agents

MCP

1. Model Context Protocol — Specification

https://modelcontextprotocol.io/specification/latest

1. Model Context Protocol — arsitektur ikhtisar

https://modelcontextprotocol.io/docs/learn/architecture

Structured keluarans / API rekayasa

1. OpenAI — Text generasi

https://developers.openai.com/api/docs/guides/text

1. OpenAI — Prompting

https://developers.openai.com/api/docs/guides/prompting

1. OpenAI — Structured model keluarans

https://developers.openai.com/api/docs/guides/structured-outputs

evaluasi / Observability

1. OpenTelemetry Semantic Conventions

https://opentelemetry.io/docs/concepts/semantic-conventions/

1. OpenTelemetry GenAI semantic conventions

https://opentelemetry.io/docs/specs/semconv/registry/attributes/gen-ai/

1. MLflow LLMOps ikhtisar

https://mlflow.org/llmops

keamanan / Governance

1. NIST AI RMF 1.0

https://www.nist.gov/publications/artificial-intelligence-risk-management-framework-ai-rmf-10

1. NIST AI RMF utama site

https://www.nist.gov/itl/ai-risk-management-framework

1. OWASP GenAI LLM Top 10 2026

https://genai.owasp.org/resource/owasp-genai-llm-top-10-2026/

1. OWASP Top 10 for Agenic Applications 2026

https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/

1. OWASP Agen Control Standard (ACS)

https://genai.owasp.org/resource/agent-control-standard-acs/

Vision / Audio / Generative models

1. Hugging Face tugas

https://huggingface.co/tasks

1. Hugging Face Audio Course

https://huggingface.co/learn/audio-course/chapter2/introduction

1. DDPM — Denoising Diffusion Probabilistic Models

https://arxiv.org/abs/2006.11239

1. Flow Matching for Generative Modeling

https://arxiv.org/abs/2210.02747