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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:Huggingface Peft QLoRA SFT Finetuning
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
Principles
- Principle:HKUDS AI Trader MCP Service Orchestration
- Principle:Obss Sahi Full Image Detection
- Principle:SeleniumHQ Selenium Driver Service Lifecycle
- Principle:Ucbepic Docetl Pipeline Execution Streaming
- Principle:Mlc ai Web llm Engine Creation
- Principle:Confident ai Deepeval PydanticAI Instrumentation
- Principle:Eventual Inc Daft Streaming Row Iteration
- Principle:Apache Flink Compacted Committable Emission
- Principle:Sdv dev SDV Range Constraint
- Principle:ArroyoSystems Arroyo Steady State Processing
Implementations
- Implementation:TobikoData Sqlmesh Scheduler Merged Missing Intervals
- Implementation:Datajuicer Data juicer Video Utils
- Implementation:Anthropics Anthropic sdk python Exceptions
- Implementation:Axolotl ai cloud Axolotl Generate Config Docs
- Implementation:Vibrantlabsai Ragas MultiModalFaithfulness
- Implementation:Vibrantlabsai Ragas SemanticSimilarityV2
- Implementation:Pytorch Serve MMFHandler
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense
- Implementation:Apache Paimon FormatTableScan
- Implementation:Puppeteer Puppeteer JSHandle
Heuristics
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Tencent Ncnn NMS Threshold Tuning
Environments
- Environment:Tencent Ncnn Vulkan Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Openai Openai node WebSocket Dependency
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Ggml org Llama cpp CMake Build Environment