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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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Browse by Category
| 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:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Huggingface Datasets Hub Publishing
Principles
- Principle:Huggingface Datasets SQL Import
- Principle:Puppeteer Puppeteer Bluetooth Emulation
- Principle:Webdriverio Webdriverio Appium Service Lifecycle
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
- Principle:Pytorch Serve Documentation Generation
- Principle:Datahub project Datahub Metadata Sink Verification
- Principle:Deepset ai Haystack Document Language Classification
- Principle:MarketSquare Robotframework browser Extension Import and Registration
- Principle:LaurentMazare Tch rs PyO3 Tensor Bridge
- Principle:Allenai Open instruct Reward Model Evaluation
Implementations
- Implementation:Google deepmind Dm control Environment Spec Methods
- Implementation:Google deepmind Dm control Reference Pose Utils
- Implementation:Hiyouga LLaMA Factory Model Args
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Encode
- Implementation:Openai Openai python Input Token Count Params
- Implementation:Huggingface Datasets Dataset To Json
- Implementation:CrewAIInc CrewAI Serper Dev Tool
- Implementation:Rapidsai Cuml LARS Solver
- Implementation:Ggml org Llama cpp Log
- Implementation:DistrictDataLabs Yellowbrick Gallery Generator
Heuristics
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Run llama Llama index Worker Count Configuration
Environments
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Neuml Txtai Docker Deployment Environment