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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:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Openai Evals Building a custom eval
Principles
- Principle:Deepset ai Haystack Text File Conversion
- Principle:AUTOMATIC1111 Stable diffusion webui Weight interpolation methods
- Principle:SqueezeAILab ETS Hyperparameter Configuration
- Principle:FlowiseAI Flowise Chat Widget Embedding
- Principle:Farama Foundation Gymnasium Video Frame Saving
- Principle:Ray project Ray Actor Class Definition
- Principle:Spotify Luigi SQL Query Execution
- Principle:Ray project Ray Application Deployment
- Principle:Haifengl Smile Spatial Index Construction
- Principle:Webdriverio Webdriverio BrowserStack Extension Management
Implementations
- Implementation:Mlc ai Mlc llm Prefix Cache
- Implementation:Speechbrain Speechbrain Hparams AISHELL1 Transformer
- Implementation:Treeverse LakeFS Java SDK Model ObjectStats
- Implementation:ARISE Initiative Robosuite TextureModder
- Implementation:Risingwavelabs Risingwave Await Tree Page
- Implementation:Ucbepic Docetl FileOperations
- Implementation:Scikit learn Scikit learn OPTICS
- Implementation:Huggingface Datatrove InferenceServer
- Implementation:Fastai Fastbook Untar Data Text
- Implementation:LMCache LMCache Custom IPC Types
Heuristics
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
Environments
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Huggingface Datatrove Python Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Huggingface Open r1 vLLM Server
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Apache Druid Druid Cluster Api