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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 Datasets Hub Publishing
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Langchain ai Langchain Adding Partner Integration
Principles
- Principle:Zai org CogVideo PatchGAN Discriminator
- Principle:Cypress io Cypress Code Signing
- Principle:Alibaba ROLL MCoreAdapter Training Configuration
- Principle:NVIDIA NeMo Curator Text Cleaning and Normalization
- Principle:DataTalksClub Data engineering zoomcamp Kestra Data Extraction
- Principle:PeterL1n BackgroundMattingV2 Video output writing
- Principle:Iterative Dvc Experiment Workspace Preparation
- Principle:Datajuicer Data juicer Distributed Pipeline Execution
- Principle:CARLA simulator Carla NPC Vehicle Configuration
- Principle:Kubeflow Pipelines Incremental Model Training
Implementations
- Implementation:Datajuicer Data juicer DetectCharacterLocationsMapper
- Implementation:TobikoData Sqlmesh VSCode OpenAPI Spec
- Implementation:Ucbepic Docetl Directive TakeHeadTail
- Implementation:OpenGVLab InternVL Evaluate Chat Model
- Implementation:Huggingface Datatrove MinhashDedupFilter
- Implementation:Google deepmind Dm control Observable Base
- Implementation:Webdriverio Webdriverio Given When Then Functions
- Implementation:Huggingface Transformers Context Parallel Training Loop
- Implementation:InternLM Lmdeploy Serve Proxy
- Implementation:Microsoft Playwright PlaywrightConnection
Heuristics
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Avhz RustQuant Rust Stable
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:FlowiseAI Flowise Database Environment