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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:Danijar Dreamerv3 Evaluation Only
- Workflow:Apache Airflow Core Release Process
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Googleapis Python genai Context Caching
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Microsoft Playwright AI agent driven testing
Principles
- Principle:NVIDIA NeMo Aligner PPO Training
- Principle:Zai org CogVideo VQVAE Architecture
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:OpenHands OpenHands Frontend Serving
- Principle:Huggingface Diffusers Video Decoding Export
- Principle:Unslothai Unsloth Synthetic Data Generation
- Principle:AUTOMATIC1111 Stable diffusion webui High resolution fix
- Principle:TobikoData Sqlmesh Unit Test Creation
- Principle:Openai Openai agents python Guardrail Execution
- Principle:Haosulab ManiSkill Digital Twin Construction
Implementations
- Implementation:Langfuse Langfuse Batch Export Stream Transformations
- Implementation:Alibaba MNN RapidJSON Reader
- Implementation:Datajuicer Data juicer TextPairSimilarityFilter
- Implementation:Kserve Kserve Paddle Image Preprocess
- Implementation:FlowiseAI Flowise GetEvaluation
- Implementation:Deepspeedai DeepSpeed SHM Allreduce
- Implementation:NVIDIA TransformerEngine ONNX Extensions
- Implementation:Speechbrain Speechbrain Train KsponSpeech
- Implementation:Mage ai Mage ai Source Discover
- Implementation:Risingwavelabs Risingwave Dashboard API Client
Heuristics
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
Environments
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Openai Whisper Numba