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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:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Helicone Helicone Local Development Setup
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
Principles
- Principle:Kornia Kornia Augmentation Pipeline
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Facebookresearch Audiocraft Training Environment Configuration
- Principle:Langgenius Dify Service Layer Architecture
- Principle:Openclaw Openclaw Channel Registration
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:NVIDIA NeMo Curator MinHash Signature Computation
- Principle:Groq Groq python Chat Request Execution
- Principle:Google deepmind Mujoco Scene Rendering
- Principle:Pytorch Serve Model Artifact Configuration
Implementations
- Implementation:Spotify Luigi Mypy Plugin
- Implementation:Microsoft Onnxruntime Summary Ops
- Implementation:Langchain ai Langchain BaseChatOpenAI With Structured Output
- Implementation:Speechbrain Speechbrain Prepare Switchboard
- Implementation:Ucbepic Docetl Demo EpsteinEmailPipeline
- Implementation:ARISE Initiative Robosuite JacoThreeFingerGripper
- Implementation:Iterative Dvc Experiments Run
- Implementation:Pyro ppl Pyro EqualizeMessenger
- Implementation:Princeton nlp SimPO Decontaminate Humaneval
- Implementation:NVIDIA NeMo Curator MotionFilterStage
Heuristics
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Avhz RustQuant Learning Rate Tuning
Environments
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:NVIDIA NeMo Curator Ray Cluster