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1,118
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:Openai Openai python Audio Processing
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Huggingface Datasets Format Conversion
Principles
- Principle:CrewAIInc CrewAI MCP Server Connection
- Principle:Tensorflow Serving HTTP Server Interface
- Principle:Google research Deduplicate text datasets Suffix Array Construction
- Principle:Microsoft Onnxruntime PyTorch Model Preparation
- Principle:Spotify Luigi File System Abstraction
- Principle:Ray project Ray Distributed Task Submission
- Principle:Ggml org Llama cpp KVCache
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
- Principle:Microsoft Playwright Assertion and Verification
- Principle:Mlc ai Mlc llm Synchronous Engine Initialization
Implementations
- Implementation:TobikoData Sqlmesh API Events
- Implementation:CARLA simulator Carla CollisionStage
- Implementation:Testtimescaling Testtimescaling github io Fetch Arxiv Citation Count
- Implementation:Ray project Ray PyActorMethod
- Implementation:Princeton nlp SimPO Post Process Script
- Implementation:LMCache LMCache Distributed Storage Manager
- Implementation:AUTOMATIC1111 Stable diffusion webui Merge output configuration
- Implementation:ChenghaoMou Text dedup SA Restore And Merge
- Implementation:Helicone Helicone ExportDashboardData
- Implementation:Arize ai Phoenix Experiment Types
Heuristics
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
Environments
- Environment:Kubeflow Pipelines Python SDK
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Lucidrains X transformers Python Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies