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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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|---|---|---|
| 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:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Openai Openai python Image Generation
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
Principles
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
- Principle:Zai org CogVideo Training Configuration
- Principle:Openai Openai python Realtime Session Configuration
- Principle:Scikit learn contrib Imbalanced learn Under Sampling Base Abstraction
- Principle:Princeton nlp Tree of thought llm LLM API Wrapping
- Principle:Guardrails ai Guardrails Guard Streaming Configuration
- Principle:LLMBook zh LLMBook zh github io Deduplication
- Principle:Isaac sim IsaacGymEnvs Asset Preparation
- Principle:Confident ai Deepeval Evaluation Dataset Construction
- Principle:Cohere ai Cohere python Text Embedding
Implementations
- Implementation:Hpcaitech ColossalAI AGIEvalDataset
- Implementation:Apache Airflow Helm Chart Values
- Implementation:Vibrantlabsai Ragas StringMetrics
- Implementation:Apache Hudi Stop Demo Script
- Implementation:Deepspeedai DeepSpeed AutoTP Replace
- Implementation:Online ml River Anomaly QuantileFilter
- Implementation:Webdriverio Webdriverio Page Object Class Pattern
- Implementation:Scikit learn Scikit learn Lars
- Implementation:Openai Openai python Response Text Config Param
- Implementation:Apache Flink CongestionControlRateLimitingStrategy Builder
Heuristics
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Arize ai Phoenix Environment Variable Precedence
Environments
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:LaurentMazare Tch rs Libtorch Build Environment