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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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| 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:Getgauge Taiko Network Request Interception
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
Principles
- Principle:MaterializeInc Materialize Pipeline Bootstrap
- Principle:Deepseek ai Janus Input Tokenization and Batching
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Tencent Ncnn PNNX Model Conversion
- Principle:Microsoft Playwright Capture Trace Data
- Principle:Risingwavelabs Risingwave CDC Snapshot Verification
- Principle:OpenGVLab InternVL Model Inference Loading
- Principle:Apache Airflow Monitoring Operations
- Principle:Wandb Weave Prompt Retrieval
- Principle:DistrictDataLabs Yellowbrick Documentation Build
Implementations
- Implementation:Elevenlabs Elevenlabs python HistoryClient
- Implementation:Datajuicer Data juicer JsonFormatter
- Implementation:Allenai Open instruct Get Cached Dataset Tulu
- Implementation:Online ml River Evaluate Progressive Val Score Anomaly
- Implementation:Microsoft Playwright LaunchContext CLI
- Implementation:Treeverse LakeFS RunSparkSubmit
- Implementation:Microsoft Onnxruntime OrtJniUtil
- Implementation:Predibase Lorax Base Model
- Implementation:PrefectHQ Prefect Fetch Page Task
- Implementation:Openai Openai node Migration Config
Heuristics
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
Environments
- Environment:CARLA simulator Carla Python API Runtime
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Sgl project Sglang CUDA