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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:Interpretml Interpret Blackbox Model Explanation
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Googleapis Python genai Image Generation Pipeline
Principles
- Principle:Apache Hudi Schema Change Execution
- Principle:TobikoData Sqlmesh CICD Automated Test Execution
- Principle:Online ml River Horizon Metric
- Principle:Apache Spark Source Compilation
- Principle:ClickHouse ClickHouse SIMD Character Search
- Principle:Sktime Pytorch forecasting Probabilistic Prediction
- Principle:Unstructured IO Unstructured Section Aware Chunking
- Principle:Microsoft LoRA LoRA Checkpoint Saving
- Principle:Haosulab ManiSkill Sim2Real Bridge
- Principle:Ollama Ollama GGUF Model Conversion GlmOcr
Implementations
- Implementation:Microsoft Autogen Studio Environment Settings
- Implementation:Hpcaitech ColossalAI ExperienceMaker Base
- Implementation:Ggml org Ggml Weight extraction pattern
- Implementation:ClickHouse ClickHouse Poco Socket Impl
- Implementation:Apache Airflow Timezone Utilities
- Implementation:Risingwavelabs Risingwave SourceValidateHandler
- Implementation:Langfuse Langfuse Scores Utils
- Implementation:ClickHouse ClickHouse Poco IPAddress Impl
- Implementation:Apache Paimon PredicateBuilder Filtering
- Implementation:PeterL1n BackgroundMattingV2 Displayer
Heuristics
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
Environments
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Microsoft Autogen Studio Server Environment