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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:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Openai Evals Running an eval set
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
Principles
- Principle:Ucbepic Docetl Playground Setup
- Principle:Tensorflow Tfjs Pretrained Weight Loading
- Principle:Ollama Ollama GGUF Model Conversion Mistral
- Principle:FlagOpen FlagEmbedding Matryoshka Reranking
- Principle:Rapidsai Cuml Spectral Methods
- Principle:Cypress io Cypress Monorepo Build Orchestration
- Principle:Huggingface Transformers Base Model Loading For PEFT
- Principle:CarperAI Trlx Evaluation Metrics Design
- Principle:Openclaw Openclaw Channel Health Verification
- Principle:Ggml org Llama cpp ComputeGraph
Implementations
- Implementation:Apache Druid ControlPane ResourcePane
- Implementation:Infiniflow Ragflow Agent Options
- Implementation:Interpretml Interpret BinSumsBoosting
- Implementation:Huggingface Datatrove WordTokenizers
- Implementation:Alibaba ROLL LogitsTransferGroup
- Implementation:Apache Paimon Schema With Lance Format
- Implementation:Ggml org Llama cpp Llama Memory Seq Pos Max
- Implementation:SeleniumHQ Selenium PageFactory InitElements
- Implementation:Predibase Lorax BGMV Expand Slice Kernel
- Implementation:Protectai Llm guard Output Code
Heuristics
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
Environments
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Langgenius Dify Python Backend Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Sgl project Sglang OpenAI
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Apache Beam Dataflow Streaming Runtime