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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:SeldonIO Seldon core Model Explainability
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
Principles
- Principle:Pyro ppl Pyro Time Series Forecasting
- Principle:Ggml org Llama cpp Benchmarking
- Principle:TobikoData Sqlmesh Production Promotion
- Principle:Guardrails ai Guardrails API Server Installation
- Principle:Facebookresearch Audiocraft Language Model Export
- Principle:Openclaw Openclaw Channel Setup
- Principle:Alibaba ROLL Model Checkpointing
- Principle:Lm sys FastChat Battle Data Cleaning
- Principle:FMInference FlexLLMGen Runtime Configuration Constants
- Principle:OpenGVLab InternVL Distributed Worker Management
Implementations
- Implementation:Ggml org Llama cpp Hparams Header
- Implementation:Facebookresearch Habitat lab Updater
- Implementation:Ggml org Ggml Ggml opt init
- Implementation:Treeverse LakeFS Java SDK ImportApi
- Implementation:NVIDIA TransformerEngine PyTorch Pybind
- Implementation:CARLA simulator Carla World Try Spawn Actor
- Implementation:Microsoft DeepSpeedExamples ImageNet Training DeepSpeed
- Implementation:Online ml River Optim SGD
- Implementation:Apache Paimon IntervalPartition
- Implementation:Open compass VLMEvalKit InstructBLIP
Heuristics
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
Environments
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Openai Whisper Numba