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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:Pyro ppl Pyro SVI Training
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Openai Openai python Audio Processing
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Lance format Lance Version Management
Principles
- Principle:Deepset ai Haystack Retrieval MAP Evaluation
- Principle:Deepseek ai Janus Autoregressive VQ Token Generation
- Principle:Intel Ipex llm Embedding And Vector Store
- Principle:Heibaiying BigData Notes Prepare Input Data
- Principle:Isaac sim IsaacGymEnvs Automatic Domain Randomization
- Principle:Teamcapybara Capybara Element Finding
- Principle:Ggml org Llama cpp Chat Template Application
- Principle:Interpretml Interpret Data Exploration
- Principle:Huggingface Datasets Hub Metadata Configs
- Principle:Teamcapybara Capybara Browser Specialization
Implementations
- Implementation:Lucidrains X transformers ContinuousTransformerWrapper
- Implementation:Facebookresearch Audiocraft JASCO generate music
- Implementation:Datahub project Datahub DataFlow Entity
- Implementation:Promptfoo Promptfoo initializeProject
- Implementation:Facebookresearch Habitat lab Init distrib slurm
- Implementation:Hiyouga LLaMA Factory SFT Trainer
- Implementation:Bentoml BentoML Docker Debian Setup
- Implementation:Lucidrains X transformers TextSamplerDataset Pattern
- Implementation:Infiniflow Ragflow File Util
- Implementation:Alibaba ROLL SFTWorker Val Step
Heuristics
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
Environments
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas