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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:Webdriverio Webdriverio Page Object Pattern
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
Principles
- Principle:Interpretml Interpret SHAP Kernel Explanation
- Principle:Ggml org Llama cpp Quantization Validation
- Principle:Eric mitchell Direct preference optimization Checkpoint Saving
- Principle:Infiniflow Ragflow Text Chunking
- Principle:Fastai Fastbook Activation Functions
- Principle:Trailofbits Fickling Polyglot File Creation
- Principle:DevExpress Testcafe Tested Application Management
- Principle:Kubeflow Pipelines Model Evaluation Metrics
- Principle:Roboflow Rf detr GT Prediction Comparison
- Principle:Apache Airflow Monitoring Operations
Implementations
- Implementation:Groq Groq python Files Content
- Implementation:Promptfoo Promptfoo ESM Loader
- Implementation:PacktPublishing LLM Engineers Handbook HfApi Model Info
- Implementation:Apache Flink FileCompactStrategy Builder
- Implementation:Run llama Llama index SentenceTransformersFinetuneEngine Finetune
- Implementation:Huggingface Datasets Deprecated Decorator
- Implementation:Interpretml Interpret Debug Utilities
- Implementation:MarketSquare Robotframework browser Data Types
- Implementation:Online ml River Time Series HoltWinters
- Implementation:Apache Hudi CompactOperator ProcessElement
Heuristics
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
Environments
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Arize ai Phoenix Python Runtime
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Ray project Ray Python Runtime Environment