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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:Ray project Ray Cross Language Invocation
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Online ml River Time Series Forecasting
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:OpenGVLab InternVL Preference Optimization
Principles
- Principle:Apache Airflow Community Voting
- Principle:Apache Shardingsphere Persistence Facade Construction
- Principle:Webdriverio Webdriverio Global API
- Principle:FMInference FlexLLMGen Fused Transformer Layer CUDA
- Principle:OpenHands OpenHands Provider Authentication
- Principle:Guardrails ai Guardrails LLM Validation Wrapping
- Principle:Kserve Kserve Local Model Caching
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:Huggingface Datasets Schema Casting
- Principle:NVIDIA NeMo Curator Image Export
Implementations
- Implementation:Apache Airflow Core Pyproject
- Implementation:InternLM Lmdeploy AttentionTemplate
- Implementation:Pyro ppl Pyro PyroOptim Adam
- Implementation:Iamhankai Forest of Thought ToT Task Run
- Implementation:Pyro ppl Pyro Model Inspect
- Implementation:Open compass VLMEvalKit BMMR Grade
- Implementation:Apache Shardingsphere ClusterMetaDataManagerPersistService AlterRuleConfiguration
- Implementation:Lucidrains X transformers XTransformer Forward
- Implementation:NVIDIA DALI Kernel Base
- Implementation:Facebookresearch Audiocraft UnetTransformer
Heuristics
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
Environments
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Wandb Weave Python SDK Runtime
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:BerriAI Litellm Observability Stack
- Environment:Huggingface Alignment handbook Python PEFT