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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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|---|---|---|
| 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:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
Principles
- Principle:Apache Druid Tuning Parameters
- Principle:Huggingface Datasets Dataset From Generator Construction
- Principle:Bigscience workshop Petals Health Monitoring
- Principle:ArroyoSystems Arroyo UDF Compilation
- Principle:Dagster io Dagster ML Model Lifecycle
- Principle:Pytorch Serve Generalized NLP Handler
- Principle:Microsoft Agent framework Approval Request Presentation
- Principle:Confident ai Deepeval Documentation Site Configuration
- Principle:Iterative Dvc Cache Transfer
- Principle:Lance format Lance Schema Evolution
Implementations
- Implementation:Onnx Onnx Gen Proto
- Implementation:Openai Openai node OpenAI Constructor
- Implementation:LMCache LMCache Bypass Lookup Client
- Implementation:Open compass VLMEvalKit MLVU
- Implementation:Hpcaitech ColossalAI RewardModel
- Implementation:Spotify Luigi AzureBlobTarget
- Implementation:Mistralai Client python GCP ChatCompletionRequest
- Implementation:Apache Druid RunPanel
- Implementation:Explodinggradients Ragas LangSmith Integration
- Implementation:NVIDIA DALI DALIGenericIterator
Heuristics
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
Environments
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Sgl project Sglang Python Dependencies
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Apache Spark Python Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime