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Workflows
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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:DevExpress Testcafe CLI Test Execution
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Apache Paimon Table Read Write
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
Principles
- Principle:Haosulab ManiSkill Sim2Real Policy Training
- Principle:Turboderp org Exllamav2 Quantization Sensitivity Measurement
- Principle:Isaac sim IsaacGymEnvs Player Initialization
- Principle:Ollama Ollama GGUF Model Conversion Qwen3
- Principle:Protectai Llm guard JSON Output Validation
- Principle:Infiniflow Ragflow Graph State Management
- Principle:OpenGVLab InternVL Mixed Preference Optimization
- Principle:Huggingface Datasets JAX Formatting
- Principle:Vespa engine Vespa Artifact Signing and Publishing
- Principle:Eventual Inc Daft Temp Table Registration
Implementations
- Implementation:Microsoft Playwright Tracing Start
- Implementation:Confident ai Deepeval Evaluate Trace
- Implementation:Online ml River Optim FTRLProximal
- Implementation:Bentoml BentoML Request Context
- Implementation:Open compass VLMEvalKit WorldSense Utils
- Implementation:ArroyoSystems Arroyo Kafka Sink
- Implementation:Protectai Llm guard Input Scanner Factory
- Implementation:Princeton nlp SimPO Conda Environment Create
- Implementation:FlowiseAI Flowise UpdateChatflow Public
- Implementation:ARISE Initiative Robosuite HollowCylinder
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
Environments
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Dagster io Dagster GRPC Communication
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Sgl project Sglang CUDA SM100