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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:Bentoml BentoML Service Definition And Local Serving
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Fastai Fastbook Tabular Modeling
Principles
- Principle:Spotify Luigi NoSQL Data Targets
- Principle:Pyro ppl Pyro JIT Compilation
- Principle:VainF Torch Pruning YOLO Architecture Adaptation
- Principle:Langchain ai Langgraph Cache Backend Selection
- Principle:Anthropics Anthropic sdk python Parse Request Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Network weight restoration
- Principle:OpenRLHF OpenRLHF KL Divergence Estimation
- Principle:Triton inference server Server QA Test Model Generation
- Principle:Openai Whisper Alignment Head Configuration
- Principle:Tensorflow Serving Lock Free Read Pattern
Implementations
- Implementation:Datahub project Datahub SchemaTronDataHubType
- Implementation:Explodinggradients Ragas Collections ResponseGroundedness Metric
- Implementation:SeldonIO Seldon core Open Inference Protocol V2 OpenAPI
- Implementation:Microsoft Semantic kernel CloudEvents PackageLock
- Implementation:Microsoft Playwright DebugController
- Implementation:Online ml River Optim NesterovMomentum
- Implementation:ChenghaoMou Text dedup Report Launcher
- Implementation:Ucbepic Docetl MapOptimizer Evaluator
- Implementation:Webdriverio Webdriverio XPath PageSourceExecutor
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Retriever Data
Heuristics
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
Environments
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Unslothai Unsloth Python Transformers
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Kserve Kserve Python Runtime
- Environment:Helicone Helicone Wrangler CLI
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Huggingface Open r1 vLLM Server