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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:Langchain ai Langgraph Functional API Workflow
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Treeverse LakeFS External Data Import
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Scikit learn Scikit learn Supervised Classification
Principles
- Principle:ARISE Initiative Robomimic Checkpointing and Model Saving
- Principle:ChenghaoMou Text dedup Cluster Visualization
- Principle:Haosulab ManiSkill Trajectory Dataset Loading
- Principle:Google deepmind Dm control Team Configuration
- Principle:Zai org CogVideo Frame Interpolation
- Principle:Spotify Luigi Pipeline Parameterization
- Principle:Snorkel team Snorkel Dict Dataset Preparation
- Principle:Ggml org Llama cpp CI Testing
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:Ggml org Llama cpp Grammar Constrained Generation
Implementations
- Implementation:Google deepmind Dm control MJCF Element Base
- Implementation:Explodinggradients Ragas Experiment Decorator
- Implementation:Heibaiying BigData Notes KafkaProducer Constructor
- Implementation:Microsoft Autogen Studio MCP Client
- Implementation:Openai Openai python Response MCP Call Completed
- Implementation:MaterializeInc Materialize MaterializeAdapter Parse Index
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Retriever Data
- Implementation:Infiniflow Ragflow SetMetaDialog Component
- Implementation:Predibase Lorax FlashInfer Attention
- Implementation:Avhz RustQuant Utils
Heuristics
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
Environments
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Apache Kafka Docker Build Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:BerriAI Litellm Observability Stack