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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:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:BerriAI Litellm SDK Completion
Principles
- Principle:Interpretml Interpret Model Finalization After Merge
- Principle:ArroyoSystems Arroyo Local Cluster Initialization
- Principle:Speechbrain Speechbrain Data Preparation For CTC ASR
- Principle:Huggingface Datasets Scalar Value Types
- Principle:Bentoml BentoML Bento Artifact Management
- Principle:Huggingface Datatrove URL Filtering
- Principle:Langgenius Dify Environment Synchronization
- Principle:ARISE Initiative Robosuite Robot Simulation Abstraction
- Principle:Webdriverio Webdriverio HookLifecycle
- Principle:Speechbrain Speechbrain Speech To Unit Translation
Implementations
- Implementation:FlowiseAI Flowise AgentflowStickyNote
- Implementation:Speechbrain Speechbrain Whisper HFTransformersInterface
- Implementation:Lance format Lance Java ReadOptions
- Implementation:SeldonIO Seldon core Seldon Pipeline Infer
- Implementation:Googleapis Python genai Client Init
- Implementation:Apache Spark WriteAheadLog
- Implementation:Tensorflow Serving MNIST Input Data
- Implementation:Cohere ai Cohere python V2Client Chat Stream
- Implementation:Evidentlyai Evidently Legacy Words Feature
- Implementation:CrewAIInc CrewAI File Read Tool
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
Environments
- Environment:Apache Druid Integration Test Docker
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Lm sys FastChat API Keys And Credentials