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1,118
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:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Guardrails ai Guardrails Server Deployment
Principles
- Principle:Sgl project Sglang Frontend Backend Initialization
- Principle:Unslothai Unsloth MoE Expert Routing
- Principle:Langchain ai Langchain Tool Definition
- Principle:TA Lib Ta lib python Installation Verification
- Principle:Togethercomputer Together python Document Reranking
- Principle:Langchain ai Langgraph Graph Compilation
- Principle:Apache Druid Spec Management Troubleshooting
- Principle:LLMBook zh LLMBook zh github io RMS Normalization
- Principle:EvolvingLMMs Lab Lmms eval Experiment Tracking
- Principle:Lucidrains X transformers DPO Wrapper Setup
Implementations
- Implementation:Openai Openai agents python RunResultStreaming
- Implementation:AUTOMATIC1111 Stable diffusion webui Sample hr pass
- Implementation:Lm sys FastChat Make Delta Weights
- Implementation:Online ml River Anomaly SAD
- Implementation:Microsoft Autogen Studio Eval Datamodel
- Implementation:Hpcaitech ColossalAI Model Utils
- Implementation:Bigscience workshop Petals AutoDistributedModelForCausalLM From Pretrained
- Implementation:Scikit learn Scikit learn VarianceThreshold
- Implementation:Togethercomputer Together python Endpoint Types
- Implementation:Huggingface Datatrove BaseReader
Heuristics
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
Environments
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Vllm project Vllm Intel XPU
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Kubeflow Pipelines Python SDK