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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:VainF Torch Pruning LLM Structural Pruning
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Iterative Dvc Experiment Tracking
Principles
- Principle:Protectai Llm guard Gibberish Detection
- Principle:Langchain ai Langgraph Graph Module Definition
- Principle:Ray project Ray Actor Method Invocation
- Principle:Dotnet Machinelearning SSA Forecasting Configuration
- Principle:Nautechsystems Nautilus trader Order Creation
- Principle:Farama Foundation Gymnasium Batched Environment Interaction
- Principle:Microsoft Playwright Inject Browser API Mocks
- Principle:Sktime Pytorch forecasting MLP Decoder
- Principle:Langgenius Dify Zustand State Management
- Principle:Apache Airflow Callback Event Notification
Implementations
- Implementation:Nautechsystems Nautilus trader ParquetDataCatalog Query
- Implementation:Tensorflow Serving aspired versions manager builder h
- Implementation:Astronomer Astronomer cosmos SnowflakeUserPasswordProfileMapping
- Implementation:Vibrantlabsai Ragas InstanceRubrics
- Implementation:OpenGVLab InternVL LLaVA CLI
- Implementation:Infiniflow Ragflow ChunkMethodForm Component
- Implementation:Apache Shardingsphere RuleItemConfigurationChangedHandler Handle
- Implementation:Tensorflow Serving Http Rest Api Handler Test
- Implementation:Onnx Onnx Checker Check Model
- Implementation:Huggingface Trl RewardTrainer Init Train
Heuristics
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
Environments
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Openai Evals OpenAI API Configuration