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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:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Shiyu coder Kronos CSV Finetuning
Principles
- Principle:Fede1024 Rust rdkafka Topic Subscription And Consumption
- Principle:NVIDIA NeMo Aligner CAI Dataset Generation
- Principle:Infiniflow Ragflow File Knowledge Linking
- Principle:LLMBook zh LLMBook zh github io Deduplication
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:Speechbrain Speechbrain Tacotron2 Acoustic Model Training
- Principle:Apache Shardingsphere Configuration Object Conversion
- Principle:Cohere ai Cohere python Input Text Preparation
- Principle:ARISE Initiative Robosuite Controller Factory Pattern
Implementations
- Implementation:Speechbrain Speechbrain DynamicItemDataset From Csv
- Implementation:Apache Flink ArrayResultIterator
- Implementation:Kornia Kornia Luv Conversion
- Implementation:Google deepmind Dm control Composer Variation
- Implementation:Huggingface Open r1 Get Dataset
- Implementation:EvolvingLMMs Lab Lmms eval Logger Utils
- Implementation:LLMBook zh LLMBook zh github io LoRALinear
- Implementation:Evidentlyai Evidently Legacy Sentiment Feature
- Implementation:Microsoft Playwright APIRequestContext Dispose
- Implementation:Neuml Txtai WordVectors
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Huggingface Open r1 Distributed Training Configuration
Environments
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:BerriAI Litellm Python Runtime