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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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|---|---|---|
| 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:Volcengine Verl GRPO Training Pipeline
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Alibaba MNN Model Compression
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
Principles
- Principle:Alibaba ROLL Rollout Scheduling
- Principle:Microsoft Agent framework Magentic Orchestration Pattern
- Principle:HKUDS AI Trader Benchmark Index Analysis
- Principle:Tencent Ncnn Int8 Model Quantization
- Principle:Haifengl Smile SQL Query Execution
- Principle:Ggml org Ggml Tensor Context Management
- Principle:Sktime Pytorch forecasting Time Series Data Loading
- Principle:Langgenius Dify Environment Synchronization
- Principle:Onnx Onnx Operator Node Construction
- Principle:Teamcapybara Capybara Server And Options Configuration
Implementations
- Implementation:Kserve Kserve AnchorTabular Explainer
- Implementation:Openai Openai python API Resource Base
- Implementation:NVIDIA TransformerEngine PyTorch Ext Swizzle
- Implementation:MarketSquare Robotframework browser Playwright Invoke
- Implementation:EvolvingLMMs Lab Lmms eval Video MME Evaluation Utils
- Implementation:Speechbrain Speechbrain Create Aishell1Mix Metadata
- Implementation:Protectai Llm guard Scan prompt
- Implementation:Lance format Lance PackedEncoding
- Implementation:AUTOMATIC1111 Stable diffusion webui Token Counters
- Implementation:Neuml Txtai API Create
Heuristics
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
Environments
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Apache Spark Kubernetes Runtime
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Sgl project Sglang Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Vllm project Vllm AMD ROCm
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:MaterializeInc Materialize Dbt Materialize Runtime