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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:Apache Paimon Table Read Write
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Huggingface Diffusers ControlNet Guided Generation
Principles
- Principle:VainF Torch Pruning Latency Benchmarking
- Principle:Webdriverio Webdriverio PluginSystem
- Principle:Kornia Kornia Geometric Verification
- Principle:Neuml Txtai Training Arguments
- Principle:Dotnet Machinelearning Field Aware Factorization Machine
- Principle:Sgl project Sglang Model Quantization And Loading
- Principle:Microsoft DeepSpeedExamples Instruction Dataset Preparation
- Principle:Iterative Dvc Version Management
- Principle:Microsoft Semantic kernel AI Service Registration
- Principle:Huggingface Diffusers Quantized Inference
Implementations
- Implementation:Google deepmind Mujoco mj forward
- Implementation:Protectai Llm guard TokenLimit
- Implementation:Vllm project Vllm SGL GEMM FP8
- Implementation:AUTOMATIC1111 Stable diffusion webui Memory Monitor
- Implementation:Datajuicer Data juicer VggtMapper
- Implementation:Avhz RustQuant Bachelier Backend
- Implementation:Datajuicer Data juicer VideoDeduplicator
- Implementation:Evidentlyai Evidently Guardrails Trace
- Implementation:Hiyouga LLaMA Factory Muon Optimizer
- Implementation:Ggml org Llama cpp CLIP Model
Heuristics
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
Environments
- Environment:Vllm project Vllm Environment Variables
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration