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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:Truera Trulens RAG With Guardrails
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Run llama Llama index Embedding Finetuning
Principles
- Principle:Pola rs Polars Aggregation Expression Building
- Principle:Evidentlyai Evidently Grafana Visualization
- Principle:CrewAIInc CrewAI Tool Implementation
- Principle:ARISE Initiative Robosuite HDF5 Dataset Aggregation
- Principle:Intel Ipex llm RAG Chain Assembly
- Principle:Haosulab ManiSkill PPO Policy Optimization
- Principle:Scikit learn Scikit learn Covariance Estimation
- Principle:Rapidsai Cuml Time Series Forecasting
- Principle:Unstructured IO Unstructured Ingest Processing Configuration
- Principle:TA Lib Ta lib python Version Compatibility
Implementations
- Implementation:CrewAIInc CrewAI Tool Collection
- Implementation:OpenRLHF OpenRLHF KDTrainer
- Implementation:Webdriverio Webdriverio MSPO Optimizer
- Implementation:Neuml Txtai IVFSparse ANN
- Implementation:Evidentlyai Evidently Legacy Target Drift Preset
- Implementation:Cypress io Cypress Vitest Config
- Implementation:CARLA simulator Carla RawData
- Implementation:Openai Openai node QS Stringify
- Implementation:Zai org CogVideo Captioning Requirements Install
- Implementation:Evidentlyai Evidently Legacy Sentence Count Feature
Heuristics
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
Environments
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Obss Sahi Python Pycocotools
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:Vespa engine Vespa Docker OCI Container Runtime