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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:Kornia Kornia Image Stitching Panorama
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Wandb Weave Tracing Setup
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
Principles
- Principle:LaurentMazare Tch rs MNIST Dataset Loading
- Principle:FlagOpen FlagEmbedding Evaluation Model Loading
- Principle:Interpretml Interpret Visualization Environment Detection
- Principle:Huggingface Trl Reward Function Definition
- Principle:Zai org CogVideo Distributed Training Setup
- Principle:Apache Druid Partitioning Configuration
- Principle:Axolotl ai cloud Axolotl Configuration Loading
- Principle:LaurentMazare Tch rs Sequential Model Definition
- Principle:Pola rs Polars Rust Crate Feature System
- Principle:DistrictDataLabs Yellowbrick Visual Pipeline Integration
Implementations
- Implementation:Apache Paimon FormatTableRead
- Implementation:CARLA simulator Carla ServerSideSensor
- Implementation:Bentoml BentoML CLI Utils
- Implementation:Open compass VLMEvalKit Janus
- Implementation:Datajuicer Data juicer BaseFormatter
- Implementation:Lance format Lance PrimitiveBlobDecoding
- Implementation:ArroyoSystems Arroyo Metrics Endpoint
- Implementation:Treeverse LakeFS Java SDK Model ObjectStageCreation
- Implementation:Apache Paimon JsonSerdeUtil
- Implementation:Ucbepic Docetl ReduceOptimizer
Heuristics
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Langgenius Dify API Token Single Flight Caching
Environments
- Environment:OpenHands OpenHands Integration Credentials
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Apache Beam Java Build Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:HKUDS AI Trader MCP Services
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Microsoft Agent framework API Credentials