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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:Lucidrains X transformers DPO Preference Alignment
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:BerriAI Litellm Response Caching
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
Principles
- Principle:Lm sys FastChat Distributed SFT Training
- Principle:Zai org CogVideo Dataset Preparation
- Principle:Spcl Graph of thoughts Local LLM Inference
- Principle:Deepset ai Haystack Document Cleaning
- Principle:ArroyoSystems Arroyo UDF Authoring
- Principle:Princeton nlp Tree of thought llm BFS Tree Search
- Principle:Allenai Open instruct vLLM Async Generation
- Principle:Openclaw Openclaw Daemon Installation
- Principle:Zai org CogVideo SAT Dataset Preparation
- Principle:Deepset ai Haystack Answer Construction
Implementations
- Implementation:Iterative Dvc Output Add
- Implementation:NVIDIA NeMo Curator ArXiv Extractor
- Implementation:TobikoData Sqlmesh LineageContext
- Implementation:FMInference FlexLLMGen Compute Metrics
- Implementation:Tencent Ncnn Mat Pixel Affine
- Implementation:Ggml org Llama cpp Mtmd Helper
- Implementation:Zai org CogVideo Encode Video Frames
- Implementation:Google deepmind Mujoco Engine Core Smooth
- Implementation:Vibrantlabsai Ragas SimpleCriteriaScore
- Implementation:Infiniflow Ragflow DatasetFilter Component
Heuristics
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
Environments
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Sgl project Sglang Grafana
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Mistralai Client python Agents Environment
- Environment:Sgl project Sglang ROCm