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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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|---|---|---|
| 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:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Mistralai Client python Function Calling
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
Principles
- Principle:NVIDIA NeMo Curator Image Deduplication
- Principle:Treeverse LakeFS API Authorization Specification
- Principle:Datahub project Datahub V2 Client Setup
- Principle:Iterative Dvc Experiment Workspace Preparation
- Principle:Lucidrains X transformers Direct Preference Optimization
- Principle:Apache Dolphinscheduler Task Dispatch Coordination
- Principle:SeleniumHQ Selenium CDP Command Execution
- Principle:Apache Flink Data Generation
- Principle:Webdriverio Webdriverio ErrorHandling
- Principle:ARISE Initiative Robosuite Whole Body IK Control
Implementations
- Implementation:Kserve Kserve MNIST CNN Net
- Implementation:CARLA simulator Carla StreamingClient
- Implementation:Interpretml Interpret Powerlift RunTrials
- Implementation:Pyro ppl Pyro AffineBeta
- Implementation:LaurentMazare Tch rs Imagenet Load Image And Resize224
- Implementation:Microsoft Agent framework Workflow As Agent
- Implementation:AUTOMATIC1111 Stable diffusion webui KDiffusionSampler sample
- Implementation:Getgauge Taiko Clear
- Implementation:Pyro ppl Pyro Resampler
- Implementation:Diagram of thought Diagram of thought Proposer Critic XML Cycle
Heuristics
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
Environments
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Openai Openai python Realtime WebSocket
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Triton inference server Server TRT LLM Deployment