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1,118
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:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Onnx Onnx Model Composition
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
Principles
- Principle:Isaac sim IsaacGymEnvs Results Collection
- Principle:OWASP Www project top 10 for large language model applications Red Team Results Analysis
- Principle:Openai Openai agents python Documentation Build Pipeline
- Principle:Cleanlab Cleanlab Automated Issue Detection
- Principle:Hpcaitech ColossalAI Distributed Model Inference
- Principle:BerriAI Litellm Proxy Configuration
- Principle:Sktime Pytorch forecasting Distribution Loss
- Principle:Google deepmind Mujoco Constraint Dynamics
- Principle:Unslothai Unsloth Reward Function Design
- Principle:Liu00222 Open Prompt Injection Text Segmentation
Implementations
- Implementation:Sgl project Sglang Expert Specialization
- Implementation:NVIDIA DALI Fn Crop
- Implementation:Apache Druid Coordinator Dynamic Config Completions
- Implementation:Apache Paimon FormatLanceReader Predicate Pushdown
- Implementation:Puppeteer Puppeteer Injected PQuerySelector
- Implementation:Ggml org Llama cpp Public API
- Implementation:FMInference FlexLLMGen DeepSpeed Inference CuBLAS Wrappers
- Implementation:BerriAI Litellm Vector Store File Types
- Implementation:ClickHouse ClickHouse Poco HTTPCookie
- Implementation:Huggingface Datatrove WarcReader
Heuristics
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
Environments
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Sgl project Sglang Runtime
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Huggingface Trl PEFT LoRA Environment