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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:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Openai Openai node Streaming To Client
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
Principles
- Principle:Lucidrains X transformers Segment Level Recurrence
- Principle:Interpretml Interpret Tree Interpretation
- Principle:ARISE Initiative Robosuite Demonstration Trajectory Collection
- Principle:Microsoft Autogen Graph Execution
- Principle:Openai Evals Self Consistency Prompting
- Principle:Isaac sim IsaacGymEnvs 3D Rotation Mathematics
- Principle:Mistralai Client python SDK Installation
- Principle:CarperAI Trlx Model Checkpointing
- Principle:Openai Whisper Language Detection
- Principle:Cleanlab Cleanlab Issue Retrieval
Implementations
- Implementation:CrewAIInc CrewAI NL2SQL Tool
- Implementation:Microsoft Autogen Studio Auth Manager
- Implementation:Treeverse LakeFS WebUI Package Lock
- Implementation:AUTOMATIC1111 Stable diffusion webui CheckpointInfo
- Implementation:Datajuicer Data juicer JsonFormatter
- Implementation:Nightwatchjs Nightwatch Page Commands Interface
- Implementation:Infiniflow Ragflow Rag Tokenizer Tokenize
- Implementation:Online ml River Base DriftDetector
- Implementation:Tensorflow Serving ServerCore Create And ReloadConfig
- Implementation:Spotify Luigi ExternalDailySnapshot
Heuristics
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
Environments
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Sgl project Sglang Python Dependencies
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Treeverse LakeFS LakeFS Server Environment