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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:Lance format Lance Vector Search Pipeline
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Helicone Helicone Cost Calculation Pipeline
Principles
- Principle:Iterative Dvc Dependency Graph Construction
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:Datajuicer Data juicer Data Deduplication
- Principle:LLMBook zh LLMBook zh github io Deduplication
- Principle:Tensorflow Tfjs Graph Model Inference
- Principle:Pyro ppl Pyro SVI Training Loop
- Principle:Apache Paimon Atomic Commit
- Principle:Facebookresearch Habitat lab Data Recording
- Principle:Mbzuai oryx Awesome LLM Post training Recursive Paper Fetching
- Principle:Avhz RustQuant Curve Interpolation
Implementations
- Implementation:Ggml org Llama cpp Common Speculative Type
- Implementation:Hiyouga LLaMA Factory V1 Dtype Utils
- Implementation:Google deepmind Dm control Labmaze Textures
- Implementation:Open compass VLMEvalKit Mini Gemini
- Implementation:ARISE Initiative Robosuite Controller Base
- Implementation:Guardrails ai Guardrails DocumentStore
- Implementation:Bentoml BentoML CLI Env
- Implementation:Pyro ppl Pyro EnergyDistance
- Implementation:Microsoft LoRA Legacy Run SWAG
- Implementation:Openclaw Openclaw HealthCommand And ProbeGateway
Heuristics
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Microsoft Autogen Model Context Limiting
Environments
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Lucidrains X transformers Python Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment