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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:Getgauge Taiko Form Interaction Testing
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Togethercomputer Together python Image Generation
Principles
- Principle:InternLM Lmdeploy Batch Text Generation
- Principle:Neuml Txtai Document Collection
- Principle:OpenRLHF OpenRLHF Optimizer and Scheduler Setup
- Principle:Facebookresearch Habitat lab Registry Registration
- Principle:Apache Druid Source Type Selection
- Principle:Helicone Helicone Verification and Testing
- Principle:Ggml org Ggml Neural Network Graph Building
- Principle:Apache Shardingsphere Column Based Routing
- Principle:Langgenius Dify PromptEngineering
- Principle:Togethercomputer Together python Speech To Text
Implementations
- Implementation:Langfuse Langfuse ProcessEventBatch
- Implementation:Isaac sim IsaacGymEnvs Factory Schema Config Hierarchy
- Implementation:FMInference FlexLLMGen HELM Install
- Implementation:Marker Inc Korea AutoRAG Make Basic Gen Gt
- Implementation:SeleniumHQ Selenium Closure UI SelectionModel
- Implementation:FlowiseAI Flowise ValidationPopUp
- Implementation:Online ml River Optim AMSGrad
- Implementation:Online ml River Datasets Keystroke
- Implementation:Scikit learn Scikit learn Ridge
- Implementation:Run llama Llama index GraphStore Types
Heuristics
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Openai Openai node Retry Backoff Configuration
Environments
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:Openai Whisper Numba
- Environment:Apache Spark Kubernetes Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Openai Openai agents python MCP Dependencies