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1,118
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:Triton inference server Server Model Performance Tuning
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Run llama Llama index RAG Query Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt encoding
- Principle:Lance format Lance Compaction Commit
- Principle:Mlfoundations Open flamingo Model Initialization
- Principle:Openclaw Openclaw Container Onboarding
- Principle:Ggml org Llama cpp Chat Completions
- Principle:Langfuse Langfuse ChatML Normalization
- Principle:Datahub project Datahub Client Authentication
- Principle:PeterL1n BackgroundMattingV2 ONNX validation
- Principle:Huggingface Datasets Spark Import
- Principle:Allenai Open instruct Model Publishing
Implementations
- Implementation:Facebookresearch Audiocraft ViSQOL Wrapper
- Implementation:Helicone Helicone Filter Types
- Implementation:CARLA simulator Carla MeshReconstruction
- Implementation:Unstructured IO Unstructured Example Docs Fixture
- Implementation:InternLM Lmdeploy AttentionQuantization
- Implementation:DevExpress Testcafe RequestHook TypeDefs
- Implementation:Facebookresearch Audiocraft WMLoss
- Implementation:Datajuicer Data juicer ImageTaggingMapper
- Implementation:Webdriverio Webdriverio Shim
- Implementation:Google research Deduplicate text datasets Finish Dedup Wiki40b
Heuristics
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Truera Trulens Trace Compression Token Limits
Environments
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment