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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:LMCache LMCache Disaggregated Prefill
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Groq Groq python Text To Speech
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
Principles
- Principle:OpenRLHF OpenRLHF Sequence Regression Model Loading
- Principle:Microsoft Autogen Function Tool Definition
- Principle:Webdriverio Webdriverio HTTP Transport
- Principle:SeldonIO Seldon core HuggingFace Text Inference
- Principle:SeldonIO Seldon core Experiment Traffic Analysis
- Principle:Lance format Lance Row Deletion
- Principle:Haifengl Smile SQL to ML Bridge
- Principle:Microsoft Playwright Configure API Request Context
- Principle:Heibaiying BigData Notes MapReduce Job Assembly
- Principle:Mlc ai Mlc llm REST Server Launch
Implementations
- Implementation:Togethercomputer Together python Text Preprocessing Pattern
- Implementation:Guardrails ai Guardrails StreamRunner Step
- Implementation:Neuml Txtai IVFSparse ANN
- Implementation:ArroyoSystems Arroyo Json Encoders
- Implementation:Kubeflow Pipelines MLMD Store Protobuf
- Implementation:Vllm project Vllm LLM Init Multimodal
- Implementation:PrefectHQ Prefect AI Cleanup Agent
- Implementation:Vllm project Vllm Broadcast Load Epilogue Array C3X
- Implementation:Lance format Lance CoreEncoder
- Implementation:CARLA simulator Carla GlobalRoutePlanner Trace Route
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
Environments
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Triton inference server Server TRT LLM Deployment