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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:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Apache Flink Stream File Compaction
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
Principles
- Principle:Sgl project Sglang Model Quantization And Loading
- Principle:ArroyoSystems Arroyo UDF Runtime Execution
- Principle:Cleanlab Cleanlab Token Label Issue Filtering
- Principle:LaurentMazare Tch rs Precision Control
- Principle:Huggingface Transformers Training Execution
- Principle:Heibaiying BigData Notes Flink External Sink
- Principle:ClickHouse ClickHouse Core Compiler Macros
- Principle:ClickHouse ClickHouse Poco JSON Templating
- Principle:Eventual Inc Daft Catalog Registration
- Principle:Lucidrains X transformers Encoder Decoder Generation
Implementations
- Implementation:Hiyouga LLaMA Factory Chat Model
- Implementation:Getgauge Taiko Repl Initialize
- Implementation:Marker Inc Korea AutoRAG Raw And Corpus Init
- Implementation:Mlc ai Mlc llm Serve Data
- Implementation:Apache Airflow StandaloneCommand Entrypoint
- Implementation:Tensorflow Serving Tfrt Servable
- Implementation:OpenHands OpenHands E2BBox Execute
- Implementation:Risingwavelabs Risingwave Spark Iceberg Compaction
- Implementation:MarketSquare Robotframework browser Data Types
- Implementation:Confident ai Deepeval Error Hierarchy
Heuristics
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
Environments
- Environment:Lucidrains X transformers Python Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Kubeflow Pipelines Python SDK
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Huggingface Trl PEFT LoRA Environment