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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:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
Principles
- Principle:Microsoft DeepSpeedExamples LoRA Fusion And Export
- Principle:FMInference FlexLLMGen HELM Dependency Installation
- Principle:Puppeteer Puppeteer Device Emulation
- Principle:Haifengl Smile SQL to ML Bridge
- Principle:TA Lib Ta lib python C Library Installation
- Principle:Interpretml Interpret Debug And Logging
- Principle:Langfuse Langfuse ChatML Normalization
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork training configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding creation
- Principle:DevExpress Testcafe Runner Fluent Configuration
Implementations
- Implementation:Infiniflow Ragflow ForceGraph Component
- Implementation:Ggml org Llama cpp Jinja String
- Implementation:SeleniumHQ Selenium Bazel Test With Filters
- Implementation:Apache Flink AsyncSinkBaseBuilder Build
- Implementation:Isaac sim IsaacGymEnvs Task Design Specification
- Implementation:Cohere ai Cohere python ModelsClient
- Implementation:Facebookresearch Habitat lab SingleAgentAccessMgr
- Implementation:Interpretml Interpret TreeNode
- Implementation:PrefectHQ Prefect Client Delete Flow Run
- Implementation:Mlflow Mlflow Pyproject Configuration
Heuristics
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
Environments
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Kubeflow Pipelines KFP Backend Deployment