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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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|---|---|---|
| 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:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Apache Kafka Release Candidate Staging
Principles
- Principle:ClickHouse ClickHouse Installation
- Principle:Nautechsystems Nautilus trader Client Factory Registration
- Principle:Zai org CogVideo Captioning Environment Setup
- Principle:Deepset ai Haystack Documentation Navigation Structure
- Principle:Ggml org Ggml Model Quantization
- Principle:LaurentMazare Tch rs Tensor Pretty Printing
- Principle:Norrrrrrr lyn WAInjectBench Checkpoint Export
- Principle:Online ml River Drift Retraining
- Principle:ClickHouse ClickHouse RAII Scope Guard
- Principle:HKUDS AI Trader Finish Signal Detection
Implementations
- Implementation:Treeverse LakeFS Java SDK Model GroupList
- Implementation:Facebookresearch Habitat lab Rearrange V2 UI Overlay
- Implementation:Unstructured IO Unstructured Element Init
- Implementation:Run llama Llama index SemanticSimilarityEvaluator
- Implementation:ARISE Initiative Robosuite PlacementSamplers
- Implementation:Spotify Luigi PaiTask
- Implementation:Apache Paimon FunctionChange
- Implementation:NVIDIA DALI PyTorch Output Integration
- Implementation:Ggml org Llama cpp Mmap
- Implementation:Risingwavelabs Risingwave DbzCdcEngineRunner Start
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Teamcapybara Capybara Frozen Time Detection
Environments
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Microsoft BIPIA OpenAI API Environment