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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:LaurentMazare Tch rs LLM Text Generation
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
Principles
- Principle:Astronomer Astronomer cosmos Telemetry And Observability
- Principle:Pyro ppl Pyro MCMC Posterior Prediction
- Principle:DistrictDataLabs Yellowbrick Feature Dropping Analysis
- Principle:Spcl Graph of thoughts GoT Graph Topology Design
- Principle:Huggingface Datatrove Parquet Data Writing
- Principle:MarketSquare Robotframework browser Browser Context Lifecycle
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:LLMBook zh LLMBook zh github io Checkpoint Saving
- Principle:Google deepmind Mujoco Control Noise Generation
- Principle:Huggingface Datasets Archive Extraction
Implementations
- Implementation:Hiyouga LLaMA Factory Data Utils
- Implementation:LMCache LMCache Base Evictor
- Implementation:Infiniflow Ragflow Docker Env Configuration
- Implementation:Treeverse LakeFS Java SDK AuthApi
- Implementation:OWASP Www project top 10 for large language model applications SupplementalTranslator Translate
- Implementation:Openai Openai python File Search Tool Model
- Implementation:CrewAIInc CrewAI MCP Server Adapter
- Implementation:Risingwavelabs Risingwave SourceTypeE
- Implementation:Deepseek ai Janus CFG Input Preparation AR
- Implementation:Vllm project Vllm Speculative Config Dict
Heuristics
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Run llama Llama index Evaluator LLM Selection
Environments
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Getgauge Taiko Linux System Libraries
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Trailofbits Fickling Python Runtime