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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:Predibase Lorax OpenAI Chat Completion
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Apache Kafka Broker Startup
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Mlc ai Web llm Function Calling
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
Principles
- Principle:Langchain ai Langgraph Remote Client Connection
- Principle:Openclaw Openclaw Tool Policy Configuration
- Principle:Vllm project Vllm Speculative Engine Initialization
- Principle:Ollama Ollama GGUF Model Conversion Gemma3n
- Principle:Ray project Ray Cloud Cluster Provisioning
- Principle:Farama Foundation Gymnasium Asynchronous Vector Execution
- Principle:Huggingface Datatrove Parquet Data Reading
- Principle:Anthropics Anthropic sdk python Authentication Configuration
- Principle:Obss Sahi Model Initialization
- Principle:Pyro ppl Pyro Probabilistic Modeling
Implementations
- Implementation:Open compass VLMEvalKit mPLUG Owl3
- Implementation:Hpcaitech ColossalAI TableLoader
- Implementation:Isaac sim IsaacGymEnvs Apply Randomizations
- Implementation:ARISE Initiative Robosuite Device Input2action
- Implementation:Open compass VLMEvalKit Omni Verifier
- Implementation:Openai Openai python Response Prompt
- Implementation:Unstructured IO Unstructured Golden File Fixtures Cloud Storage
- Implementation:Google deepmind Dm control Jumping Ball
- Implementation:Ollama Ollama Imagegen Flux2 RoPE
- Implementation:Apache Airflow TriggererJobRunner Loop
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Unslothai Unsloth Padding Free Packing
Environments
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:HKUDS AI Trader Python LangChain Runtime