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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:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Hpcaitech ColossalAI Model Evaluation
Principles
- Principle:Axolotl ai cloud Axolotl Dataset Preparation
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Langgenius Dify Zustand State Management
- Principle:Ollama Ollama Inference Pipeline
- Principle:Axolotl ai cloud Axolotl Configuration Validation
- Principle:Ollama Ollama GGUF Model Conversion DeepSeek2
- Principle:Zai org CogVideo Learned Perceptual Similarity
- Principle:Pytorch Serve Transformer Configuration
- Principle:Ggml org Llama cpp DiffusionGeneration
- Principle:Danijar Dreamerv3 Environment Construction
Implementations
- Implementation:Microsoft Semantic kernel OpenApi TestPlugin MessagesOpenAPI
- Implementation:Huggingface Datatrove ParagraphStats
- Implementation:Eventual Inc Daft Expression Cast
- Implementation:Facebookresearch Habitat lab StaticManipulator
- Implementation:CARLA simulator Carla RPC Texture
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
- Implementation:LMCache LMCache Internal API Server
- Implementation:Neuml Txtai Graph Query
- Implementation:InternLM Lmdeploy Impl Simt
- Implementation:Haosulab ManiSkill RoboCasaCabinet
Heuristics
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Unstructured IO Unstructured All Docs
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment