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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:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Online ml River Time Series Forecasting
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
Principles
- Principle:ARISE Initiative Robosuite Instance Randomization Configuration
- Principle:Apache Hudi Demo Environment Startup
- Principle:Rapidsai Cuml Classification Evaluation
- Principle:Apache Flink Hybrid Source Initialization
- Principle:FMInference FlexLLMGen Distributed Process Launching
- Principle:Apache Airflow Local Testing
- Principle:Nautechsystems Nautilus trader Execution Reconciliation
- Principle:Helicone Helicone Central Registry Indexing
- Principle:Microsoft Agent framework YAML Agent Loading
- Principle:Vespa engine Vespa Language Detection
Implementations
- Implementation:Haifengl Smile SQL Constructor
- Implementation:NVIDIA NeMo Curator ImageDuplicatesRemovalStage
- Implementation:Astronomer Astronomer cosmos ExasolUserPasswordProfileMapping
- Implementation:Elevenlabs Elevenlabs python ElevenLabs Init
- Implementation:Kornia Kornia Image Base
- Implementation:Run llama Llama index LabelledRagDataset
- Implementation:Online ml River Metrics MAE
- Implementation:Scikit learn Scikit learn PackagingVersion
- Implementation:Mit han lab Llm awq LlavaMetaForCausalLM
- Implementation:Ggml org Llama cpp Vdot Benchmark
Heuristics
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
Environments
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Trailofbits Fickling Python Runtime
- Environment:Huggingface Open r1 vLLM Server
- Environment:Apache Flink Node Build Environment
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment