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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:Interpretml Interpret EBM Training And Prediction
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Mit han lab Llm awq HuggingFace Model Export
Principles
- Principle:Lm sys FastChat Remote Event Logging
- Principle:Marker Inc Korea AutoRAG API Based Passage Reranking
- Principle:Marker Inc Korea AutoRAG REST API Deployment
- Principle:Spotify Luigi Table Schema Definition
- Principle:Pyro ppl Pyro Neural Transport
- Principle:Kserve Kserve Disaggregated Deployment
- Principle:Langchain ai Langchain Chat Model Implementation
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoder Architecture
- Principle:Groq Groq python Batch Results Retrieval
- Principle:Risingwavelabs Risingwave Developer Workflow Automation
Implementations
- Implementation:Isaac sim IsaacGymEnvs Launch Rlg Hydra
- Implementation:ContextualAI HALOs Alignment Trainers
- Implementation:LaurentMazare Tch rs Torch Api Generated H
- Implementation:Isaac sim IsaacGymEnvs IndustReal Sim to Real
- Implementation:LMCache LMCache LMCacheEngineBuilder Destroy
- Implementation:ArroyoSystems Arroyo Fluvio Connector
- Implementation:Arize ai Phoenix Contextvars Async Demo
- Implementation:Run llama Llama index TransformRetriever
- Implementation:Microsoft Autogen Studio Builder Utils
- Implementation:Openai Openai node Completions Parse
Heuristics
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:BerriAI Litellm Streaming Loop Detection
Environments
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:Apache Druid Integration Test Docker
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:DevExpress Testcafe Chrome Browser