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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:TobikoData Sqlmesh Github CICD automation
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
Principles
- Principle:PeterL1n BackgroundMattingV2 Checkpoint management
- Principle:Tensorflow Serving Executor Abstraction
- Principle:LLMBook zh LLMBook zh github io Deduplication
- Principle:Promptfoo Promptfoo Configuration Rendering
- Principle:Hiyouga LLaMA Factory Chat Template System
- Principle:Tencent Ncnn Non Maximum Suppression
- Principle:Puppeteer Puppeteer Accessibility Tree Inspection
- Principle:Datahub project Datahub Scheduled Ingestion
- Principle:Volcengine Verl GAE Advantage Estimation
- Principle:Run llama Llama index Embedding Finetune Execution
Implementations
- Implementation:Microsoft BIPIA HF Trainer For Defense
- Implementation:Openai Openai node Realtime Client Events
- Implementation:ArroyoSystems Arroyo Nats Source
- Implementation:Hiyouga LLaMA Factory Misc Utils
- Implementation:Hpcaitech ColossalAI Launch From Torch
- Implementation:ArroyoSystems Arroyo Sink V2 Migration
- Implementation:Run llama Llama index RecursiveRetriever
- Implementation:Bentoml BentoML InferenceAPI
- Implementation:Alibaba ROLL SFTWorker Train Step
- Implementation:Datajuicer Data juicer CleanHtmlMapper
Heuristics
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
Environments
- Environment:Sgl project Sglang GitHub Actions
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Kserve Kserve Cert Manager
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Pola rs Polars Python Runtime Environment