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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:Fastai Fastbook Image Classification
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:ArroyoSystems Arroyo UDF Development
Principles
- Principle:Huggingface Datasets Arrow File Reading
- Principle:Kubeflow Pipelines Recursive Sub Pipelines
- Principle:Google deepmind Mujoco MJX Model Transfer
- Principle:Huggingface Datatrove Duplicate Clustering
- Principle:Online ml River Multi Step Forecasting
- Principle:Testtimescaling Testtimescaling github io Paper Relevance Assessment
- Principle:Mlfoundations Open flamingo Visual Question Answering Evaluation
- Principle:Online ml River Imbalanced Learning
- Principle:Pytorch Serve Distributed Worker
- Principle:Eventual Inc Daft AI Text Embedding
Implementations
- Implementation:Langfuse Langfuse CompileChatMessages
- Implementation:FlagOpen FlagEmbedding BGE VL Flag MMRet
- Implementation:Microsoft Playwright Dom
- Implementation:MarketSquare Robotframework browser Close Browser Run On Failure
- Implementation:Openai Openai python Response Computer Tool Call Screenshot Param
- Implementation:AUTOMATIC1111 Stable diffusion webui StableDiffusionProcessingImg2Img
- Implementation:Farama Foundation Gymnasium Vector Space Utils
- Implementation:Huggingface Transformers Add Adapter
- Implementation:Ucbepic Docetl FastDecomposer
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuner
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Neuml Txtai Batch Size Defaults
Environments
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Mit han lab Llm awq Python Runtime Environment