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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:SeldonIO Seldon core AB Testing Experiment
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Tensorflow Serving Model Version Management
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
Principles
- Principle:Pyro ppl Pyro Topic Modeling
- Principle:OpenGVLab InternVL Length Grouped Sampling
- Principle:Online ml River Online Feature Selection
- Principle:Run llama Llama index Training Data Collection
- Principle:Pyro ppl Pyro Stochastic Optimization
- Principle:Huggingface Alignment handbook Chat Template Configuration
- Principle:Online ml River Hoeffding Tree Classification
- Principle:Fastai Fastbook Tabular Preprocessing
- Principle:Apache Hudi Bucket Assignment
- Principle:Microsoft Agent framework YAML Agent Schema
Implementations
- Implementation:TobikoData Sqlmesh API Files
- Implementation:Isaac sim IsaacGymEnvs HRLAgent
- Implementation:Vibrantlabsai Ragas GoogleEmbeddings
- Implementation:TobikoData Sqlmesh Modal
- Implementation:SeleniumHQ Selenium FederatedCredentialManagementAccount
- Implementation:Huggingface Datasets Extractor
- Implementation:HKUDS AI Trader Calculate Metrics
- Implementation:Anthropics Anthropic sdk python Completions Resource
- Implementation:Huggingface Diffusers DiffusersAutoQuantizer From Config
- Implementation:Speechbrain Speechbrain Separation Save Results
Heuristics
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Mlc ai Mlc llm Python Serving Environment