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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:Huggingface Open r1 Reasoning Data Generation
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:MarketSquare Robotframework browser JavaScript Extension
Principles
- Principle:FlowiseAI Flowise Node Parameter Configuration
- Principle:NVIDIA NeMo Curator Video Captioning
- Principle:Google deepmind Dm control Interactive Visualization
- Principle:Google deepmind Mujoco Mass Matrix
- Principle:Webdriverio Webdriverio BrowserStack API Endpoints
- Principle:Rapidsai Cuml Synthetic Dataset Generation
- Principle:MaterializeInc Materialize Randomized Chaos Testing
- Principle:HKUDS AI Trader Portfolio Valuation
- Principle:Intel Ipex llm GaLore Gradient Projection
- Principle:Unslothai Unsloth LoRA Adapter Injection
Implementations
- Implementation:Datajuicer Data juicer VideoTaggingFromFramesMapper
- Implementation:Intel Ipex llm Alpaca Lora Finetune GPU
- Implementation:BerriAI Litellm Tag Based Routing
- Implementation:InternLM Lmdeploy Core ThreadMap
- Implementation:Helicone Helicone Prompt State Types
- Implementation:NVIDIA DALI ScratchCopyImpl
- Implementation:Google deepmind Mujoco Platform Model Holder
- Implementation:Open compass VLMEvalKit X VL HF
- Implementation:Triton inference server Server MemoryAllocTest
- Implementation:Vllm project Vllm Machete Generate
Heuristics
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
Environments
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Unslothai Unsloth CUDA BitsAndBytes