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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:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Onnx Onnx Model Validation
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:HKUDS AI Trader Agent Decision Loop
Principles
- Principle:Online ml River Online Preprocessing
- Principle:LLMBook zh LLMBook zh github io Deduplication
- Principle:Openai Openai python Chat Message Construction
- Principle:NVIDIA NeMo Aligner DPO Training
- Principle:Lm sys FastChat Condensed Rotary Embedding
- Principle:Langchain ai Langgraph Multi Agent Research Pattern
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
- Principle:FMInference FlexLLMGen NVMe Disk Setup
- Principle:AUTOMATIC1111 Stable diffusion webui Application Lifecycle
- Principle:PrefectHQ Prefect DataFrame Transformation
Implementations
- Implementation:MaterializeInc Materialize CLI Workload Anonymize
- Implementation:Arize ai Phoenix Legacy Generate
- Implementation:Datahub project Datahub FieldPath Util
- Implementation:TobikoData Sqlmesh Context Invalidate Environment
- Implementation:Treeverse LakeFS Java SDK Model UsageReport
- Implementation:Infiniflow Ragflow RetrievalDocuments Component
- Implementation:LMCache LMCache Usage Context
- Implementation:Tensorflow Tfjs Model Save Test
- Implementation:EvolvingLMMs Lab Lmms eval MMSearch Plus Decrypt Utils
- Implementation:NVIDIA NeMo Curator FastText Filters
Heuristics
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Groq Groq python Streaming Usage Stats
Environments
- Environment:Sgl project Sglang GitHub Actions
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:CarperAI Trlx Python Accelerate
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Vllm project Vllm AWS ECR