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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:Huggingface Diffusers Checkpoint Conversion
- Workflow:Apache Kafka Topic Management
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Neuml Txtai Agent Execution
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Sdv dev SDV Multi table synthesis
Principles
- Principle:Apache Airflow Provider Release Process
- Principle:Fede1024 Rust rdkafka Mock Cluster Creation
- Principle:Kornia Kornia Image Stitching
- Principle:Dotnet Machinelearning SSA Model Fitting
- Principle:Cypress io Cypress Monorepo Build Orchestration
- Principle:TobikoData Sqlmesh Github Actions Integration
- Principle:Lm sys FastChat Conversation Content Filtering
- Principle:Scikit learn Scikit learn Pairwise Distance Computation
- Principle:Kserve Kserve Prefill Decode Specification
- Principle:CARLA simulator Carla Sensor Data Processing
Implementations
- Implementation:Scikit learn Scikit learn RankingMetrics
- Implementation:LaurentMazare Tch rs C Generated Rs
- Implementation:Online ml River Optim Losses
- Implementation:Cypress io Cypress RewriteJs
- Implementation:TobikoData Sqlmesh PlanApplyStageTracker
- Implementation:Hiyouga LLaMA Factory Tool Utils
- Implementation:Farama Foundation Gymnasium FuncEnv
- Implementation:Explodinggradients Ragas ToolCallAccuracy Metric
- Implementation:Openai Openai agents python Run Guardrails
- Implementation:Hiyouga LLaMA Factory Tuner
Heuristics
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Lucidrains X transformers Flash Attention Configuration
Environments
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Openai Openai python Voice Helpers
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime