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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:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Openai Evals Building a custom eval
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Triton inference server Server Custom Container Build
Principles
- Principle:OpenRLHF OpenRLHF DeepSpeed Checkpoint Conversion
- Principle:TobikoData Sqlmesh CICD Bot Configuration
- Principle:Huggingface Datasets Dataset From List Construction
- Principle:Apache Flink File Connector Table Integration
- Principle:Speechbrain Speechbrain Conventional Enhancement Training
- Principle:LLMBook zh LLMBook zh github io ALiBi Position Encoding
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:Neuml Txtai Training Data Preparation
- Principle:Pola rs Polars SQL Result Collection
- Principle:Treeverse LakeFS GC Job Execution
Implementations
- Implementation:TA Lib Ta lib python Pattern DataFrame Integration
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval Retrieval
- Implementation:Teamcapybara Capybara Queries CurrentPathQuery
- Implementation:Neuml Txtai FileToHTML
- Implementation:ArroyoSystems Arroyo Checkpoint Api Types
- Implementation:OpenGVLab InternVL Segmentation Train
- Implementation:ArroyoSystems Arroyo Nexmark Connector
- Implementation:Huggingface Datatrove HuggingFaceDatasetWriter
- Implementation:Heibaiying BigData Notes HdfsUtils HDFS Operations
- Implementation:CarperAI Trlx NeMo PPO Trainer
Heuristics
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Langgenius Dify SQL Escape Backslash First
Environments
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Google deepmind Mujoco C Build Environment