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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:Dotnet Machinelearning Text Classification
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
Principles
- Principle:Mlfoundations Open flamingo Text Tokenization For Vision Language
- Principle:Pytorch Serve LLM Text Generation
- Principle:Allenai Open instruct Human Evaluation
- Principle:Onnx Onnx Model Serialization
- Principle:Haotian liu LLaVA Model Worker Inference
- Principle:ARISE Initiative Robosuite Inverse Kinematics Control
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:Langgenius Dify Access Control
- Principle:PrefectHQ Prefect Asset Definition
- Principle:ThreeSR Awesome Inference Time Scaling Paper Detail Retrieval
Implementations
- Implementation:Treeverse LakeFS Java SDK Model ImportLocation
- Implementation:Apache Druid FilterMenu
- Implementation:Huggingface Optimum Save Utils
- Implementation:Hiyouga LLaMA Factory SFT Workflow
- Implementation:FlowiseAI Flowise UpsertHistoryDetailsDialog
- Implementation:Microsoft LoRA Legacy Run NER
- Implementation:Bitsandbytes foundation Bitsandbytes Backend Quantization Tables
- Implementation:Facebookresearch Habitat lab Task dataset YAML config
- Implementation:OpenHands OpenHands OrgService Persist With Compensation
- Implementation:Ggml org Llama cpp Llama Init From Model
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
Environments
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment