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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:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Openai Evals Building a custom eval
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Openai Openai python Image Generation
- Workflow:Huggingface Trl GRPO Training
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
Principles
- Principle:Tencent Ncnn Dependency Free Build
- Principle:Zai org CogVideo Lookup Free Quantization
- Principle:Huggingface Transformers Distributed Process Initialization
- Principle:Cleanlab Cleanlab Confident Joint Estimation
- Principle:Deepset ai Haystack Metadata Based Routing
- Principle:Predibase Lorax Constrained Decoding
- Principle:Google deepmind Mujoco Visualization Initialization
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:Apache Beam Pipeline Configuration Twister2
- Principle:FlagOpen FlagEmbedding RetroMAE Pretraining
Implementations
- Implementation:SeleniumHQ Selenium HasAuthentication
- Implementation:Evidentlyai Evidently Legacy Metric Results
- Implementation:Microsoft LoRA Split LoRA Weights
- Implementation:ClickHouse ClickHouse Glibc Compatibility
- Implementation:Openai Whisper Pad Or Trim
- Implementation:OpenHands OpenHands AuthTokenStore
- Implementation:Microsoft Autogen Studio Bing Search Tool
- Implementation:Google deepmind Mujoco User Init
- Implementation:OpenRLHF OpenRLHF KDLoss
- Implementation:Sail sg LongSpec LaTeX Normalization Utils
Heuristics
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
Environments
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node