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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:Duckdb Duckdb Extension Development And Distribution
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Wandb Weave Prompt Management
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
Principles
- Principle:Cypress io Cypress Release Verification
- Principle:Ggml org Llama cpp Inference Context Creation
- Principle:Bitsandbytes foundation Bitsandbytes FSDP Quant State Recovery
- Principle:Mbzuai oryx Awesome LLM Post training Repository Publishing
- Principle:ClickHouse ClickHouse Banned Function Enforcement
- Principle:Kubeflow Pipelines XGBoost Model Training
- Principle:Guardrails ai Guardrails Server Config Scaffolding
- Principle:Online ml River Streaming ROCAUC
- Principle:LaurentMazare Tch rs Generative Adversarial Network
- Principle:FlagOpen FlagEmbedding Query Passage Pair Formatting
Implementations
- Implementation:Open compass VLMEvalKit VLAAThinkerChat
- Implementation:Langchain ai Langchain RecursiveCharacterTextSplitter Split Documents
- Implementation:Eventual Inc Daft ResourceRequest
- Implementation:NVIDIA NeMo Aligner Anneal SDXL
- Implementation:Speechbrain Speechbrain Prepare Switchboard LM
- Implementation:Datajuicer Data juicer ImageDiffusionMapper
- Implementation:EvolvingLMMs Lab Lmms eval Task Utility Interface
- Implementation:InternLM Lmdeploy Gemm Types
- Implementation:Microsoft DeepSpeedExamples Text Generation Test
- Implementation:Eventual Inc Daft DataFrame Groupby
Heuristics
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Ollama Ollama Download Retry Strategy
Environments
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Groq Groq python Python Groq SDK
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Mlc ai Web llm Node Build Toolchain