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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:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
Principles
- Principle:FlowiseAI Flowise Chat History Management
- Principle:Shiyu coder Kronos Qlib Backtesting
- Principle:Huggingface Datasets Language Code Registry
- Principle:Huggingface Datasets ImageFolder Dataset Building
- Principle:Guardrails ai Guardrails Guard Pydantic Factory
- Principle:Ggml org Ggml CANN NPU Computation
- Principle:Interpretml Interpret Interactive Visualization Rendering
- Principle:Mlflow Mlflow Container Orchestration
- Principle:Tensorflow Tfjs Layer Wrapping
- Principle:ClickHouse ClickHouse Program Component Compilation
Implementations
- Implementation:NVIDIA NeMo Curator Text Utils
- Implementation:Haosulab ManiSkill StackPyramid
- Implementation:Alibaba MNN Protobuf Descriptor H
- Implementation:Bentoml BentoML IO Descriptor Text
- Implementation:Apache Spark Dev NPM Lock
- Implementation:DistrictDataLabs Yellowbrick Color Utilities
- Implementation:Ollama Ollama VerifyBlob
- Implementation:NVIDIA NeMo Curator FilePartitioningStage
- Implementation:CARLA simulator Carla World API Spec
- Implementation:Huggingface Diffusers Prepare Control Image
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
Environments
- Environment:Apache Airflow Development Contributor Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Apache Druid Integration Test Docker
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Huggingface Datasets Image Dependencies
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Huggingface Alignment handbook Python PEFT