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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:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Mlflow Mlflow GenAI Evaluation
Principles
- Principle:Avdvg InjectGuard Malicious Dataset Loading
- Principle:SeleniumHQ Selenium PageFactory Initialization
- Principle:Langgenius Dify Observability
- Principle:Cleanlab Cleanlab Issue Reporting
- Principle:Scikit learn contrib Imbalanced learn Cluster Based Oversampling
- Principle:Google deepmind Mujoco JIT Compilation
- Principle:Huggingface Transformers Benchmark Configuration
- Principle:ArroyoSystems Arroyo SQL Compilation
- Principle:Huggingface Transformers Input Preprocessing
- Principle:ARISE Initiative Robosuite Dynamics Randomization
Implementations
- Implementation:Run llama Llama index PromptMixin
- Implementation:Vibrantlabsai Ragas OCIGenAIWrapper
- Implementation:SeleniumHQ Selenium Point
- Implementation:Tensorflow Serving source router h
- Implementation:Microsoft Playwright WebKit BrowserType
- Implementation:Open compass VLMEvalKit OmniDocBench Data Preprocess
- Implementation:LMCache LMCache LMCacheConnectorV1Impl Init
- Implementation:Lance format Lance JNI Optimize
- Implementation:Pytorch Serve TsUtils
- Implementation:Microsoft Autogen Studio MCP Client
Heuristics
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
Environments
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Openai CLIP Python Dependencies