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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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|---|---|---|
| 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 Dynamic Rule Configuration Change
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Bentoml BentoML Multi Model Composition
Principles
- Principle:Volcengine Verl Multi Turn Data Preparation
- Principle:Webdriverio Webdriverio BrowserStack API Endpoints
- Principle:Risingwavelabs Risingwave CDC Snapshot Verification
- Principle:Apache Dolphinscheduler SPI Plugin Registration
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:Allenai Open instruct DPO Experiment Configuration
- Principle:EvolvingLMMs Lab Lmms eval Mathematical Answer Extraction
- Principle:Elevenlabs Elevenlabs python Audio Playback
- Principle:Ggml org Ggml Architecture Specific SIMD Quantization
- Principle:Bentoml BentoML Model Persistence
Implementations
- Implementation:DistrictDataLabs Yellowbrick JointPlot Visualizer
- Implementation:Ollama Ollama Imagegen Flux2
- Implementation:Microsoft Autogen Studio Web Dependencies
- Implementation:Evidentlyai Evidently ValueDrift Metric
- Implementation:Truera Trulens OpenAI Provider
- Implementation:Kserve Kserve Gateway Inference Extension CRDs
- Implementation:Online ml River Time Series SNARIMAX
- Implementation:Triton inference server Server DataCompressor
- Implementation:Microsoft Onnxruntime CUDA NcclKernels
- Implementation:Apache Paimon KeySerializer
Heuristics
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
Environments
- Environment:Apache Spark Kubernetes Runtime
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Volcengine Verl SGLang Rollout Environment