#mlops

ML system design interview guide: retrieval, ranking, sequential recommendation, and the classic production ML stack.

一个 7×24 小时不间断运行，帮你跑实验、用 Git 维护公开仓库、更新 LaTeX（Overleaf）论文的科研自动化工作流。实测效率提升 25 倍。Claude Code Skill，一条命令装进任意项目。

GenAI Career Roadmap 2026 🚀 | AI Job Paths & Skills Guide

Skein is an agentic AI platform that answers questions by weaving together structured and unstructured data, grounding every response in a knowledge graph, hybrid vector search, and a governed semantic layer. It escalates to humans when unsure, and runs free locally or scales to the cloud.

Claude Code scaffold for building AI platforms securely — agent/LLM security, Kubernetes, SRE, observability, identity, and supply chain, grounded in published framework canon (OWASP, NIST, CIS, SLSA). Data-science lanes included.

A free mastery-based path from math and Python foundations to modern AI/ML engineering.

🚀 GenAI Agents Production Blueprint 2026: Code-First Enterprise Deployment

AI/ML & Software Engineering portfolio showcasing LLM systems, Agentic AI, RAG, ML infrastructure, distributed systems, and production AI projects

Evidence-first evaluation orchestration for models, RAG pipelines, agents, APIs, and complete AI systems.

Credit scoring model with full MLOps observability layer: Pandera data contracts, Evidently AI drift detection, and MLflow monitoring. Simulates real-world economic drift and detects model degradation in production.

An end-to-end AI-powered breast cancer diagnosis system using Machine Learning, FastAPI, and Streamlit for real-time cancer risk prediction and healthcare analytics.

Enterprise AI Platform — build, deploy, monitor and govern AI applications at scale (RAG, Agents, MLOps, LLMOps, Governance)

Trustworthy, reproducible AI data analysis in Claude Code. A data-science plugin (skill + slash commands) that stops your coding agent building on stale data and records what produced every result.

101 Günlük Yapay Zeka, Bilgisayarlı Görü, LLM/RAG ve MLOps Mühendisliği Master Programı — MiniViT-MoE v2, FastAPI, Docker ve Uçtan Uca AI Sistemleri

Self-healing AI reliability platform: LangGraph multi-agents + MCP tool execution + RAG-grounded Gemini evidence to detect, diagnose, and safely recover from LLM/RAG/agent failures — with human-in-the-loop approval and SLA-verified recovery.

An instruction-tuned conversational chatbot (Qwen2.5-0.5B-Instruct) with multi-turn memory, feedback-driven continuous learning, and a full MLOps pipeline (MLflow, FastAPI, GitHub Actions CI/CD) — DEPI Generative AI capstone project.

Enterprise MLOps Reliability & Survival Lifecycle Engine: Dynamic model retraining orchestration via Cox Proportional Hazards & Weibull degradation with DuckDB, Kubeflow & Terraform.

Production-grade distributed ML inference platform — FastAPI gateway, Redis-backed worker pool with dynamic batching, WebSocket result streaming, and a live ops dashboard. Serves YOLO, Whisper, RAG and text models, with an MCP agent server and streaming chat.

Description: Query your MLflow experiments in plain English using Claude Desktop — MCP server built with FastMCP

🐝 State-of-the-art Python AutoML metaframework — fuses GenAI (built on Firefly Agentic / Pydantic AI) with classical ML & Deep Learning. Hexagonal, secure-by-default, governed.

🧪 Guimí Test AI — SDK Python para testes, observabilidade e conformidade de LLMs. LLM-as-Judge, Red-Teaming, LGPD/EU AI Act.

Deterministic agent-eval / benchmark-grading hygiene audit CLI. Detects the silent mis-scoring bug class (pytest cov-gate leakage). Free lead-magnet for the paid harness-audit service.

Replace repetitive LLM calls with small, auditable ML models. Record → Shadow → Live, LLM kept as fallback.

Remove AI-generated content and chatbot widgets from websites with this open-source browser extension.

Agentic GitHub Action that auto-detects and fixes CI/CD workflow errors, Rule-engine first.