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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:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
Principles
- Principle:EvolvingLMMs Lab Lmms eval Parallel Inference
- Principle:Openai Openai node Client Side Stream Consumption
- Principle:Dagster io Dagster Custom Resource Pattern
- Principle:Microsoft Playwright Implement Response Fixtures
- Principle:NVIDIA NeMo Aligner DPO Training
- Principle:Huggingface Transformers Benchmark Model Loading
- Principle:Lucidrains X transformers Universal Pretraining
- Principle:Promptfoo Promptfoo CSV Test Case Parsing
- Principle:ClickHouse ClickHouse RAII Scope Guard
- Principle:CarperAI Trlx Supervised Fine Tuning
Implementations
- Implementation:Fede1024 Rust rdkafka ClientConfig Create With Context
- Implementation:Ggml org Llama cpp Draft Model Init
- Implementation:Webdriverio Webdriverio XPath Converter
- Implementation:Cypress io Cypress TestingTypeCards Vue
- Implementation:Hpcaitech ColossalAI Booster Training Loop
- Implementation:Langgenius Dify Model Config Utils
- Implementation:TobikoData Sqlmesh ManifestHelper Init
- Implementation:OpenHands OpenHands UserStore Migrate User
- Implementation:ContextualAI HALOs Dataset Loaders
- Implementation:Dagster io Dagster Sidebars Configuration
Heuristics
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
Environments
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Huggingface Diffusers Attention Backends
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Rapidsai Cuml Python RAPIDS Stack