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1,118
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:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Openai Evals Running an eval set
Principles
- Principle:OWASP Www project top 10 for large language model applications Agentic Mitigation Recommendations
- Principle:EvolvingLMMs Lab Lmms eval Experiment Tracking
- Principle:Duckdb Duckdb Unicode Processing
- Principle:Tensorflow Tfjs Task Head Construction
- Principle:Haifengl Smile SQL to ML Bridge
- Principle:Lm sys FastChat Environment Setup
- Principle:Infiniflow Ragflow Server Startup
- Principle:Deepseek ai Janus Image Loading and Preprocessing
- Principle:Langfuse Langfuse OTel Input Output Extraction
- Principle:Mlc ai Web llm Structured Output Parsing
Implementations
- Implementation:NVIDIA DALI COCO TFRecord Creator
- Implementation:Microsoft Playwright FrameDispatcher
- Implementation:AUTOMATIC1111 Stable diffusion webui Token Counters
- Implementation:FlowiseAI Flowise NavGroup
- Implementation:Turboderp org Exllamav2 PromptFormat Interface
- Implementation:Deepspeedai DeepSpeed Initialize For SFT
- Implementation:Dotnet Machinelearning FastTree Sumup
- Implementation:Neuml Txtai TextToAudio
- Implementation:Open compass VLMEvalKit JTVLChatWrapper Mini
- Implementation:Vespa engine Vespa Feed Client API ABI Spec
Heuristics
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
Environments
- Environment:Getgauge Taiko Chromium Browser
- Environment:Ucbepic Docetl Python Runtime
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Sgl project Sglang Grafana
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Kserve Kserve Cert Manager
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Hiyouga LLaMA Factory Distributed Training Environment