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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:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
Principles
- Principle:Online ml River Time Series Evaluation
- Principle:Openai Evals Eval Orchestration
- Principle:Webdriverio Webdriverio Local Tunnel Connectivity
- Principle:Tensorflow Serving Batch Scheduling Configuration
- Principle:Mlc ai Mlc llm On Device Deployment
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Tencent Ncnn Vulkan GPU Inference
- Principle:Microsoft Semantic kernel Agent Plugin Equipment
- Principle:Ggml org Llama cpp Inference Context
- Principle:Protectai Llm guard Input Scanner Interface
Implementations
- Implementation:Nightwatchjs Nightwatch Reporter Hook Interface
- Implementation:Apache Druid ExpressionMeta
- Implementation:Mlc ai Mlc llm StartView
- Implementation:Lm sys FastChat Rating Systems
- Implementation:Kubeflow Kubeflow Notebook CRD Creation
- Implementation:Apache Druid FancyNumericInput
- Implementation:Huggingface Peft FourierFTModel
- Implementation:NVIDIA DALI Ops Util Input Readers
- Implementation:InternLM Lmdeploy Check
- Implementation:Apache Shardingsphere DataChangedEvent Constructor
Heuristics
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
Environments
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Sgl project Sglang Grafana
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment