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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:Apache Dolphinscheduler RPC Service Communication
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Vespa engine Vespa Document indexing pipeline
Principles
- Principle:Getgauge Taiko Click Interaction
- Principle:Roboflow Rf detr ONNX Export Dependencies
- Principle:Facebookresearch Habitat lab Configuration Composition
- Principle:Apache Airflow Hook Connection Implementation
- Principle:Pytorch Serve IPEX Quantized Inference
- Principle:Facebookresearch Audiocraft D Adaptation Optimization
- Principle:LLMBook zh LLMBook zh github io Bitsandbytes Quantization
- Principle:TobikoData Sqlmesh Ongoing Interval Processing
- Principle:Webdriverio Webdriverio WebDriver Error Handling
- Principle:OpenGVLab InternVL DPO Data Collation
Implementations
- Implementation:Google deepmind Mujoco Platform GUI Header
- Implementation:Haifengl Smile Graph Traversal Analysis
- Implementation:Datajuicer Data juicer ExpandMacroMapper
- Implementation:Ucbepic Docetl OutputPanel
- Implementation:LMCache LMCache Safe Serde
- Implementation:Deepset ai Haystack ContextRelevanceEvaluator
- Implementation:Langchain ai Langgraph SerializerProtocol
- Implementation:CrewAIInc CrewAI Agent Constructor
- Implementation:Mlc ai Mlc llm Ministral3 Loader
- Implementation:Hiyouga LLaMA Factory Base Engine
Heuristics
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
Environments
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Intel Ipex llm Windows Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Alibaba MNN GPU OpenCL Environment