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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:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
Principles
- Principle:PrefectHQ Prefect Flow Run Querying
- Principle:Huggingface Transformers Output Postprocessing
- Principle:ARISE Initiative Robosuite Texture Randomization
- Principle:LaurentMazare Tch rs Darknet Model Building
- Principle:Elevenlabs Elevenlabs python Text Source Preparation
- Principle:Tensorflow Serving Publish Subscribe Pattern
- Principle:Open compass VLMEvalKit Generate Inner Interface
- Principle:Ggml org Ggml Language Model Loading
- Principle:Google deepmind Dm control Soccer Environment Loading
- Principle:Togethercomputer Together python Document Reranking
Implementations
- Implementation:Recommenders team Recommenders Conjugate Gradient MS
- Implementation:Hiyouga LLaMA Factory Training Args
- Implementation:TobikoData Sqlmesh Lineage Help
- Implementation:Astronomer Astronomer cosmos ClickhouseUserPasswordProfileMapping
- Implementation:Explodinggradients Ragas PydanticPrompt Class
- Implementation:Princeton nlp SimPO Get Datasets
- Implementation:Apache Paimon Predicate
- Implementation:InternLM Lmdeploy Interval
- Implementation:Datajuicer Data juicer VideoResizeResolutionMapper
- Implementation:Vllm project Vllm SamplingParams Structured
Heuristics
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Apache Hudi Docker Demo Environment