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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:Tensorflow Serving Model Version Management
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Huggingface Trl GRPO Training
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Trailofbits Fickling PyTorch Payload Injection
Principles
- Principle:LaurentMazare Tch rs FFI Collection Traits
- Principle:OpenGVLab InternVL Image Transform Pipeline
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Anthropics Anthropic sdk python Token Counting And Batching
- Principle:Risingwavelabs Risingwave Cluster Monitoring
- Principle:Facebookresearch Audiocraft Audio Token Decoding
- Principle:Langgenius Dify Service Layer Architecture
- Principle:Vibrantlabsai Ragas LLM Configuration
- Principle:NVIDIA NeMo Curator Scene Detection and Clipping
- Principle:Haotian liu LLaVA Benchmark Metric Computation
Implementations
- Implementation:Openai Whisper Transcribe Timestamp Parsing
- Implementation:TobikoData Sqlmesh Plan Component
- Implementation:Lance format Lance EncodingTestUtils
- Implementation:Openai Openai python Container Create Response
- Implementation:Avhz RustQuant Accumulate
- Implementation:Microsoft Playwright Agent Expect
- Implementation:Anthropics Anthropic sdk python BetaWebFetchTool 20250910
- Implementation:Hpcaitech ColossalAI Extension Utils
- Implementation:CARLA simulator Carla Spectator Transform Tool
- Implementation:Haosulab ManiSkill RoboCasaStructuralFixtures
Heuristics
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
Environments
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Openai Evals Python Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Truera Trulens Snowflake Connector Environment