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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:Cypress io Cypress Project Setup and Configuration
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Alibaba MNN Python Model Inference
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:OpenBMB UltraFeedback Dataset Construction
Principles
- Principle:Ggml org Llama cpp AdapterSupport
- Principle:Guardrails ai Guardrails SchemaProcessing
- Principle:Allenai Open instruct Supervised Finetuning
- Principle:LMCache LMCache Decoder Instance Launch
- Principle:Trailofbits Fickling Benchmark Dataset Construction
- Principle:Sktime Pytorch forecasting xLSTM Architecture
- Principle:Kornia Kornia ONNX Dependency Setup
- Principle:FMInference FlexLLMGen HELM Batch Construction
- Principle:Axolotl ai cloud Axolotl Preference Dataset Preparation
- Principle:Apache Shardingsphere Column Based Routing
Implementations
- Implementation:Arize ai Phoenix Legacy Utils
- Implementation:Microsoft Autogen TaskResult Console
- Implementation:Deepspeedai DeepSpeed XPU Multi Tensor Apply
- Implementation:Apache Airflow PercentFormatRender
- Implementation:PeterL1n BackgroundMattingV2 MattingRefine
- Implementation:Risingwavelabs Risingwave UseFetch Hook
- Implementation:NVIDIA TransformerEngine Attention Backends
- Implementation:Open compass VLMEvalKit MEGABench General Numerical Match
- Implementation:Ggml org Llama cpp Tokenize Tool
- Implementation:Bentoml BentoML Bentos Export Import
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
Environments
- Environment:Sgl project Sglang Python Dependencies
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Apache Flink Node Build Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Unstructured IO Unstructured Ingest CLI