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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:Volcengine Verl GRPO Training Pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:Farama Foundation Gymnasium Episode Time Limiting
- Principle:Pytorch Serve DeepSpeed Inference
- Principle:Marker Inc Korea AutoRAG Pipeline Query Execution
- Principle:OpenHands OpenHands Conversation Creation
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Run llama Llama index Evaluation Dataset Generation
- Principle:ClickHouse ClickHouse Network Address Representation
- Principle:FlowiseAI Flowise Route Configuration
- Principle:BerriAI Litellm Custom Logger Development
- Principle:Microsoft Semantic kernel Function Choice Behavior
Implementations
- Implementation:Avhz RustQuant GeometricBrownianBridge
- Implementation:Lm sys FastChat Apply Delta Weights
- Implementation:Avhz RustQuant RidgeRegression
- Implementation:Microsoft Playwright WkProvisionalPage
- Implementation:Cohere ai Cohere python HttpResponse
- Implementation:Datajuicer Data juicer DJ MCP Recipe Flow
- Implementation:Apache Druid ColorAssigner
- Implementation:Langgenius Dify RetrievalConfig Type
- Implementation:Lance format Lance LanceBuffer
- Implementation:Speechbrain Speechbrain Train Switchboard Transformer
Heuristics
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
Environments
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Openai Evals Python Runtime
- Environment:Avhz RustQuant Rust Stable
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Liu00222 Open Prompt Injection Python Dependencies