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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:Sdv dev SDV Sequential data synthesis
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Openai Openai python Audio Processing
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
Principles
- Principle:Confident ai Deepeval Trace Metadata Enrichment
- Principle:Huggingface Datatrove Random Sampling
- Principle:Ggml org Ggml ZDNN Accelerated Computation
- Principle:CrewAIInc CrewAI Manager Agent Configuration
- Principle:Apache Paimon Lance Predicate Pushdown
- Principle:Tensorflow Serving Data Loading Utilities
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Risingwavelabs Risingwave Metrics Dashboard Generation
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Sail sg LongSpec Multi Stage Training
Implementations
- Implementation:Onnx Onnx Graph Node List
- Implementation:Microsoft Playwright Server BrowserContext
- Implementation:Pyro ppl Pyro Settings
- Implementation:Datahub project Datahub WriteTrackingAspectCache
- Implementation:Confident ai Deepeval StepEfficiencyMetric
- Implementation:LaurentMazare Tch rs Char RNN
- Implementation:Neuml Txtai StorageTask
- Implementation:Microsoft Playwright ESLint Configuration
- Implementation:Sgl project Sglang Fetch Metrics
- Implementation:LMCache LMCache Analyze Chunk Hashes
Heuristics
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
Environments
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Sgl project Sglang Distributed
- Environment:Trailofbits Fickling PyTorch
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Protectai Llm guard API Server Deployment
- Environment:LMCache LMCache NIXL Transfer Library