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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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|---|---|---|
| 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:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:BerriAI Litellm Response Caching
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Openai Openai node Audio Processing
Principles
- Principle:Lm sys FastChat Pairwise Rating Computation
- Principle:Microsoft Autogen Team Deployment
- Principle:Helicone Helicone Database Migrations
- Principle:Promptfoo Promptfoo Result Output
- Principle:Microsoft Playwright Configure API Request Context
- Principle:EvolvingLMMs Lab Lmms eval Example Script Creation
- Principle:Haifengl Smile Inference Request Processing
- Principle:Kubeflow Kubeflow Pull Request Submission
- Principle:Axolotl ai cloud Axolotl Configuration Validation
- Principle:Neuml Txtai SQL Query Processing
Implementations
- Implementation:Mage ai Mage ai Chargebee Common Customers Schema
- Implementation:Ggml org Llama cpp Ngram Map Header
- Implementation:Cohere ai Cohere python Package Init
- Implementation:FlagOpen FlagEmbedding Matryoshka Mistral Model Inference
- Implementation:Rapidsai Cuml MultiGPU Eigendecomposition
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Builder
- Implementation:Ollama Ollama Imagegen Llama
- Implementation:Vllm project Vllm SM100 FMHA MLA Reduction
- Implementation:Langgenius Dify Security Middleware
- Implementation:Haosulab ManiSkill PegInsertionSide
Heuristics
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
Environments
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Lm sys FastChat SFT Training Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK