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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:Confident ai Deepeval LLM Tracing and Observability
- Workflow:DevExpress Testcafe CI Integration
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Groq Groq python Text Embedding
Principles
- Principle:Eventual Inc Daft CSV Writing
- Principle:Run llama Llama index Batch Evaluation Execution
- Principle:TobikoData Sqlmesh Environment Invalidation And Cleanup
- Principle:Huggingface Datasets Cache Dataset Building
- Principle:Duckdb Duckdb Release Promotion
- Principle:Tensorflow Tfjs Define Model Architecture
- Principle:Mlflow Mlflow Docker Image Building
- Principle:MaterializeInc Materialize Container Registry Publishing
- Principle:ArroyoSystems Arroyo Schema Definition
- Principle:OpenRLHF OpenRLHF vLLM Inference Engine
Implementations
- Implementation:Ray project Ray Metric Gauge
- Implementation:FlowiseAI Flowise IsValidConnectionAgentflowV2
- Implementation:Online ml River Sketch Histogram
- Implementation:Googleapis Python genai TuningDataset Setup
- Implementation:Groq Groq python JSONL Construction
- Implementation:AUTOMATIC1111 Stable diffusion webui DDPM V1 Diffusion Model
- Implementation:Speechbrain Speechbrain Train Voicebank MTL
- Implementation:Vespa engine Vespa Searchlib ABI Spec
- Implementation:Huggingface Datasets Sql Builder
- Implementation:Guardrails ai Guardrails Settings OpenTelemetry
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Langgenius Dify Extension Initialization Order
Environments
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:Trailofbits Fickling Python Runtime
- Environment:Apache Druid Integration Test Docker
- Environment:Helicone Helicone Wrangler CLI
- Environment:Spotify Luigi Tornado Web Server
- Environment:NVIDIA NeMo Curator NVIDIA DALI