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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:Openai Openai node Realtime Conversation
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Openai Whisper Audio Transcription
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Risingwavelabs Risingwave CDC Data Replication
Principles
- Principle:Ggml org Llama cpp Jinja Template Engine
- Principle:Microsoft Autogen Component Gallery
- Principle:Spcl Graph of thoughts Validity Filtering
- Principle:PeterL1n BackgroundMattingV2 TorchScript export
- Principle:Hpcaitech ColossalAI Benchmark Metric Computation
- Principle:ARISE Initiative Robosuite Camera Projection Utilities
- Principle:NVIDIA TransformerEngine Distributed Initialization
- Principle:Dagster io Dagster Component Based Definitions
- Principle:Zai org CogVideo 3D Video Encoding
- Principle:LaurentMazare Tch rs Crate Organization
Implementations
- Implementation:CrewAIInc CrewAI Crew Query Knowledge
- Implementation:NVIDIA NeMo Aligner Compute Topk Logits
- Implementation:Nightwatchjs Nightwatch Nightwatch Options Type Definitions
- Implementation:SeleniumHQ Selenium BuildInfo
- Implementation:Microsoft Autogen UserProxyAgent
- Implementation:Duckdb Duckdb Regression Test Scripts
- Implementation:Apache Paimon BTreeIndexReader
- Implementation:Interpretml Interpret Powerlift BicepAzureContainerInstance
- Implementation:Evidentlyai Evidently Legacy Color Options
- Implementation:Open compass VLMEvalKit TableVQABench Utils
Heuristics
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
Environments
- Environment:Openai Whisper Triton
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Pola rs Polars GPU Execution Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies