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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:Datahub project Datahub Docker Quickstart Deployment
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Haotian liu LLaVA Single Image Inference
Principles
- Principle:Apache Flink File Commit Finalization
- Principle:Onnx Onnx IO Map Definition
- Principle:NVIDIA NeMo Aligner PPO Actor Critic Setup
- Principle:Apache Shardingsphere MetaData Context Creation
- Principle:DevExpress Testcafe Tested Application Management
- Principle:Isaac sim IsaacGymEnvs Factory Scene Initialization
- Principle:OpenGVLab InternVL Weighted Multi Dataset Training
- Principle:Togethercomputer Together python Endpoint Management
- Principle:Ggml org Llama cpp ComputeGraph
- Principle:Ggml org Llama cpp KV Cache Management
Implementations
- Implementation:Interpretml Interpret Measure Interactions
- Implementation:Apache Kafka Git Branch And Tag Management
- Implementation:Evidentlyai Evidently ValueDrift Metric
- Implementation:Nautechsystems Nautilus trader OrderFactory Market Limit
- Implementation:Speechbrain Speechbrain Train Voicebank MTL
- Implementation:FMInference FlexLLMGen OptLM Init
- Implementation:Puppeteer Puppeteer Merge Changelogs
- Implementation:ARISE Initiative Robosuite OpenCVRenderer
- Implementation:Farama Foundation Gymnasium Vector ArrayConversion
- Implementation:Ollama Ollama Llama Model Grok
Heuristics
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Pytorch Serve CPU Performance Tuning
Environments
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Predibase Lorax Docker Container Runtime
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime