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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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|---|---|---|
| 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:Online ml River Streaming Anomaly Detection
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Ray project Ray Serve Deployment
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
Principles
- Principle:Huggingface Peft Prefix Tuning
- Principle:Kserve Kserve Authentication Integration
- Principle:Marker Inc Korea AutoRAG Legacy QA Dataset Creation
- Principle:Microsoft Semantic kernel OpenAPI Test Fixtures
- Principle:Allenai Open instruct Model Publishing
- Principle:Ggml org Llama cpp Partial JSON Healing
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoding
- Principle:Predibase Lorax Runtime Adapter Merging
- Principle:Facebookresearch Habitat lab Distributed Process Setup
- Principle:Apache Flink Asynchronous File Compaction
Implementations
- Implementation:SeleniumHQ Selenium Colors
- Implementation:Shiyu coder Kronos Auto Regressive Inference
- Implementation:Ray project Ray LocalModeTaskSubmitter
- Implementation:Arize ai Phoenix Sessions Resource
- Implementation:Sgl project Sglang GEMM With Epilogue Visitor
- Implementation:Open compass VLMEvalKit MMHelix Sokoban Eval
- Implementation:FlagOpen FlagEmbedding AbsEvalArgs Configuration
- Implementation:Intel Ipex llm Pipeline Parallel Multimodal
- Implementation:Apache Paimon GlobalIndexScanBuilder Build
- Implementation:Apache Flink BlockSplittingRecursiveEnumerator ConvertToSourceSplits
Heuristics
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
Environments
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Wandb Weave Python SDK Runtime
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime