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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:Deepseek ai Janus Multimodal Understanding
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Onnx Onnx External Data Handling
- Workflow:Langfuse Langfuse Dataset experiment pipeline
Principles
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Ucbepic Docetl Optimized Pipeline Review
- Principle:Allenai Open instruct Data Decontamination
- Principle:Mlfoundations Open flamingo Visual Question Answering Evaluation
- Principle:Haifengl Smile Matrix Construction
- Principle:Sdv dev SDV Column Pair Visualization
- Principle:Open compass VLMEvalKit Generate Inner Interface
- Principle:Farama Foundation Gymnasium Q Learning Tabular
- Principle:Pyro ppl Pyro Evidence Lower Bound
- Principle:Cleanlab Cleanlab Regression Noise Robust Training
Implementations
- Implementation:Open compass VLMEvalKit IoUScore Metric
- Implementation:Lm sys FastChat Make Supervised Data Module
- Implementation:Bigscience workshop Petals RemoteSequentialAutogradFunction
- Implementation:Openai Openai agents python Guardrail Attachment Pattern
- Implementation:FlowiseAI Flowise CreateDataset
- Implementation:Google deepmind Mujoco mjx get data
- Implementation:Google deepmind Mujoco Engine Derivative FD
- Implementation:Microsoft Semantic kernel MistralAI Embeddings TestData
- Implementation:Sgl project Sglang Marlin MoE WNA16 Template
- Implementation:Huggingface Datasets WebDataset Builder
Heuristics
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:ContextualAI HALOs Humanline Clamping
Environments
- Environment:Vllm project Vllm AMD ROCm
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Pola rs Polars Rust Build Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Sgl project Sglang CUDA SM100
- Environment:Tensorflow Tfjs Python Converter
- Environment:Tencent Ncnn PyTorch Environment