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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:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Onnx Onnx Model Composition
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Openai CLIP Zero shot image classification
Principles
- Principle:Explodinggradients Ragas Agent Definition Interface
- Principle:Huggingface Diffusers Scheduler Selection
- Principle:Mlfoundations Open flamingo MMC4 Format Conversion
- Principle:FlagOpen FlagEmbedding IR Metrics Computation
- Principle:Hiyouga LLaMA Factory Low Rank Adaptation
- Principle:LMCache LMCache Worker Registration
- Principle:CarperAI Trlx Reward Model Serving
- Principle:Datahub project Datahub Spark Listener Registration
- Principle:DataTalksClub Data engineering zoomcamp Parquet Data Ingestion
- Principle:Run llama Llama index Pipeline State Persistence
Implementations
- Implementation:Arize ai Phoenix Legacy Public API
- Implementation:Guardrails ai Guardrails ValidationOutcome Structured
- Implementation:Open compass VLMEvalKit GLM4v
- Implementation:Hiyouga LLaMA Factory Base Engine
- Implementation:Apache Paimon Instant
- Implementation:Openai Openai python Shared Chat Model
- Implementation:Microsoft Playwright CrDragDrop
- Implementation:Avhz RustQuant Bernoulli Distribution
- Implementation:Confident ai Deepeval Docusaurus Config
- Implementation:OpenRLHF OpenRLHF Iterative dpo processor
Heuristics
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
Environments
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Huggingface Transformers PEFT Adapter Env