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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:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:CARLA simulator Carla Building from Source
Principles
- Principle:Sgl project Sglang Vision Language Inference
- Principle:DistrictDataLabs Yellowbrick RadViz Visualization
- Principle:Fastai Fastbook Distance Classification
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:Teamcapybara Capybara RSpec Integration
- Principle:Triton inference server Server LLM Benchmarking
- Principle:Ggml org Llama cpp Debugging
- Principle:Mistralai Client python SDK Installation
- Principle:PacktPublishing LLM Engineers Handbook Quantized Model Loading
- Principle:Run llama Llama index Agent Output Processing
Implementations
- Implementation:Huggingface Diffusers Single File Loadable Classes
- Implementation:ARISE Initiative Robosuite JointVelocityController
- Implementation:Open compass VLMEvalKit Monkey
- Implementation:Openai Openai agents python Tool Output Guardrail Decorator
- Implementation:Openclaw Openclaw StartGatewayServer
- Implementation:Apache Paimon MemorySize Python
- Implementation:Lm sys FastChat Preprocess Conversation
- Implementation:Cohere ai Cohere python SigV4 Request Signing
- Implementation:Infiniflow Ragflow AddedSourceCard Component
- Implementation:Tensorflow Serving Tfrt Classifier Test
Heuristics
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:CARLA simulator Carla Client Server Version Match
Environments
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Sgl project Sglang Prometheus
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Apache Spark Release Build Environment
- Environment:MarketSquare Robotframework browser CI GitHub Actions