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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:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:OpenHands OpenHands Organization Onboarding
Principles
- Principle:Langgenius Dify Model Provider Management
- Principle:Tencent Ncnn Top K Classification
- Principle:Kserve Kserve InferenceService Specification
- Principle:Ggml org Llama cpp ResourceManagement
- Principle:Google deepmind Mujoco GLFW Window Management
- Principle:Neuml Txtai Text Tokenization
- Principle:AUTOMATIC1111 Stable diffusion webui Merge output options
- Principle:Ollama Ollama GGUF Model Conversion GlmOcr
- Principle:NVIDIA TransformerEngine Fused LayerNorm MLP
- Principle:Apache Druid Supervisor Operational Management
Implementations
- Implementation:Duckdb Duckdb Regression Test Scripts
- Implementation:Openai Openai node Cloudflare Worker Lockfile
- Implementation:InternLM Lmdeploy XgrammarBind
- Implementation:Tensorflow Serving Hashmap Source Adapter
- Implementation:InternLM Lmdeploy AttentionMainloopSm80
- Implementation:Haosulab ManiSkill GroundBuilder
- Implementation:Google deepmind Mujoco MJWarp Sensor
- Implementation:Ggml org Llama cpp Unicode Data
- Implementation:Tensorflow Serving Aspired Versions Manager Benchmark
- Implementation:Datajuicer Data juicer S3DownloadFileMapper
Heuristics
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
Environments
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Googleapis Python genai Gemini API Key Authentication