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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:Sgl project Sglang Offline Batch Inference
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Ggml org Ggml MNIST Training And Evaluation
Principles
- Principle:LMCache LMCache Disaggregated Proxy Routing
- Principle:Treeverse LakeFS API Authentication Specification
- Principle:MaterializeInc Materialize Version Resolution
- Principle:Ray project Ray Deployment Configuration And Binding
- Principle:Deepspeedai DeepSpeed DeepCompile Graph Optimization
- Principle:Kserve Kserve Progressive Traffic Shifting
- Principle:Iterative Dvc Plot Data Source Resolution
- Principle:Helicone Helicone Response Usage Extraction
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Architecture
- Principle:Liu00222 Open Prompt Injection Application Assembly
Implementations
- Implementation:Haosulab ManiSkill RollBall
- Implementation:Datahub project Datahub HasSubTypes Mixin
- Implementation:FlagOpen FlagEmbedding Reinforced IR Get Prompts
- Implementation:Hiyouga LLaMA Factory DPO Zh Demo Data
- Implementation:ArroyoSystems Arroyo Physical Planner
- Implementation:Huggingface Diffusers WanTransformer3DModel Forward
- Implementation:Hpcaitech ColossalAI Ray Callback Base
- Implementation:Mage ai Mage ai PowerBI Streams
- Implementation:Langchain ai Langgraph Pregel Debug
- Implementation:SeleniumHQ Selenium Closure Iter
Heuristics
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
Environments
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Snorkel team Snorkel PySpark
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Elevenlabs Elevenlabs python PyAudio