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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:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Wandb Weave Prompt Management
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Sdv dev SDV Single table synthesis
Principles
- Principle:Princeton nlp Tree of thought llm Thought Evaluation
- Principle:Tensorflow Serving Batching Enablement
- Principle:Unslothai Unsloth GGUF Export
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Google deepmind Dm control Props and Targets
- Principle:Online ml River Pipeline Transformers
- Principle:DataTalksClub Data engineering zoomcamp Data Source Configuration
- Principle:Huggingface Datatrove Distributed Inference Orchestration
- Principle:SeldonIO Seldon core Pipeline Version Progression
- Principle:Kornia Kornia Gradient Edge Detection
Implementations
- Implementation:Facebookresearch Habitat lab EqaDataset
- Implementation:Langgenius Dify I18n Client
- Implementation:Apache Airflow SafeOtelLogger
- Implementation:Openclaw Openclaw UpdateCommand
- Implementation:Ucbepic Docetl MOAR SearchUtils
- Implementation:Tensorflow Tfjs Tf Model Functional
- Implementation:CARLA simulator Carla Vehicle Class
- Implementation:ARISE Initiative Robosuite RobotModel
- Implementation:Volcengine Verl RolloutConfig
- Implementation:Google deepmind Mujoco Engine Sort
Heuristics
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
Environments
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Apache Airflow Development Contributor Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials