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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:CARLA simulator Carla Building from Source
Principles
- Principle:Microsoft BIPIA Clean Response Collection
- Principle:Volcengine Verl Environment Setup
- Principle:Langfuse Langfuse S3 Payload Upload
- Principle:Protectai Llm guard Factual Consistency Checking
- Principle:Speechbrain Speechbrain Beam Search Decoding
- Principle:Hpcaitech ColossalAI Optimizer Scheduler Setup
- Principle:Zai org CogVideo Optical Flow Estimation
- Principle:MarketSquare Robotframework browser ES2015 Module Transpilation
- Principle:Apache Shardingsphere Refresh Need Determination
- Principle:Ggml org Llama cpp Ngram Speculative Drafting
Implementations
- Implementation:Getgauge Taiko CloseBrowser
- Implementation:Ggml org Llama cpp Memory Hybrid Header
- Implementation:FMInference FlexLLMGen Compute Metrics
- Implementation:Ggml org Llama cpp Convert HF To GGUF Update
- Implementation:Apache Paimon TableType
- Implementation:Sgl project Sglang CPU MoE INT4
- Implementation:Speechbrain Speechbrain Train GSC
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:Recommenders team Recommenders ALSModel Transform
- Implementation:Ollama Ollama Convert Mistral
Heuristics
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
Environments
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Helicone Helicone Cloudflare Workers Runtime