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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:LMCache LMCache P2P KV Cache Sharing
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
Principles
- Principle:Google deepmind Mujoco Pipeline Architecture
- Principle:Unslothai Unsloth Sentence Embedding Finetuning
- Principle:Zai org CogVideo Scheduler Configuration
- Principle:Promptfoo Promptfoo CSV Test Case Parsing
- Principle:Deepspeedai DeepSpeed Reward Model Training
- Principle:Kubeflow Kubeflow Development And Testing
- Principle:Openai Openai python Audio Translation
- Principle:NVIDIA NeMo Curator Video Export
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Neuml Txtai Retrieval Augmented Generation
Implementations
- Implementation:Langfuse Langfuse ObservationForEval
- Implementation:CARLA simulator Carla ObjectLabel
- Implementation:Apache Hudi CompactOperator ProcessElement
- Implementation:Interpretml Interpret TensorTotalsBuild
- Implementation:OpenRLHF OpenRLHF PolicyLoss
- Implementation:Intel Ipex llm IpexLLMBgeEmbeddings And Chroma
- Implementation:Treeverse LakeFS Authorization API Spec
- Implementation:Microsoft Autogen Studio MCP Create Modal
- Implementation:Microsoft Autogen Studio MCP Callbacks
- Implementation:Microsoft DeepSpeedExamples Token Based LR Annealing
Heuristics
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Huggingface Open r1 Distributed Training Configuration
Environments
- Environment:Iterative Dvc Python Runtime
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies