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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:Alibaba ROLL RLVR Training Pipeline
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Apache Spark Application Submission
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Microsoft Autogen Swarm Agent Handoff
Principles
- Principle:NVIDIA TransformerEngine Tensor Parallel Initialization
- Principle:Gretelai Gretel synthetics Timeseries Data Generation
- Principle:Ggml org Llama cpp PublicAPI
- Principle:ArroyoSystems Arroyo Connection Profile Management
- Principle:Triton inference server Server Resource Management Testing
- Principle:Cypress io Cypress Component Testing Configuration
- Principle:Langgenius Dify URLDrivenState
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Management
- Principle:Speechbrain Speechbrain Verification Metrics
- Principle:ClickHouse ClickHouse Installation
Implementations
- Implementation:Microsoft Playwright BidiChromium
- Implementation:Eventual Inc Daft Download
- Implementation:Mlc ai Web llm Web Worker MLC Engine Handler
- Implementation:Microsoft Onnxruntime TensorInfo
- Implementation:Avhz RustQuant NelsonSiegel
- Implementation:Microsoft Semantic kernel VectorStoreTextSearch RAG
- Implementation:OpenHands OpenHands MaintenanceTask
- Implementation:Iterative Dvc Repo Update
- Implementation:Langchain ai Langgraph NamedBarrierValue Channel
- Implementation:Openclaw Openclaw ChannelsStatusCommand
Heuristics
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
Environments
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Apache Airflow Python Runtime Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Dagster io Dagster GRPC Communication
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Mlc ai Web llm WebGPU Browser Runtime