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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:Obss Sahi COCO Evaluation
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Groq Groq python Batch Processing
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Apache Airflow Core Release Process
Principles
- Principle:Romsto Speculative Decoding Input Tokenization
- Principle:Langfuse Langfuse Experiment Results Aggregation
- Principle:Microsoft BIPIA Tokenizer And Model Preparation
- Principle:Huggingface Datasets PyTorch Formatting
- Principle:Sgl project Sglang Structured Output Validation
- Principle:Huggingface Transformers Distributed Checkpointing
- Principle:OpenGVLab InternVL Training Configuration
- Principle:Zai org CogVideo VQVAE Architecture
- Principle:Infiniflow Ragflow Parser Options Configuration
- Principle:Apache Flink Rolling Policy
Implementations
- Implementation:Evidentlyai Evidently Legacy OOV Words Feature
- Implementation:Ucbepic Docetl Directive ChangeModel
- Implementation:Anthropics Anthropic sdk python ParsedMessage Output
- Implementation:Google deepmind Dm control Render Context Base
- Implementation:Kornia Kornia Image Class
- Implementation:Ucbepic Docetl LeaseContractExplorer
- Implementation:Astronomer Astronomer cosmos Airflow Async Operators
- Implementation:Apache Shardingsphere ShadowAlgorithmDeterminer IsShadow
- Implementation:Kornia Kornia Charbonnier Loss
- Implementation:Microsoft Semantic kernel KernelProcessStep
Heuristics
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
Environments
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Kserve Kserve Kubernetes Cluster