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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:Dagster io Dagster ETL Pipeline
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Vibrantlabsai Ragas RAG Evaluation
Principles
- Principle:Liu00222 Open Prompt Injection Causal Influence Analysis
- Principle:Microsoft BIPIA Tokenizer And Model Preparation
- Principle:Pola rs Polars Input Data Preparation
- Principle:Mit han lab Llm awq Dynamic Image Video Preprocessing
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:Sktime Pytorch forecasting Dense Encoder Decoder
- Principle:Protectai Llm guard Reading Time Enforcement
- Principle:EvolvingLMMs Lab Lmms eval Metric Aggregation
- Principle:TobikoData Sqlmesh Macro And Jinja Translation
- Principle:Obss Sahi COCO Dataset Export
Implementations
- Implementation:DistrictDataLabs Yellowbrick Sphinx Documentation Config
- Implementation:Sktime Pytorch forecasting Baseline
- Implementation:Alibaba MNN OpenCL CL2 HPP Header
- Implementation:Sgl project Sglang Sgl Gen Constrained
- Implementation:Huggingface Datasets Json Builder
- Implementation:Datahub project Datahub MLModelGroup Entity
- Implementation:Haosulab ManiSkill Convert To LeRobot CLI
- Implementation:Triton inference server Server JetsonPeopleDetection
- Implementation:OpenHands OpenHands Divider
- Implementation:Ggml org Llama cpp Jinja Lexer Header
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
Environments
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Kornia Kornia ONNX Runtime Environment