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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:Openai Openai python Embeddings Generation
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Mistralai Client python Function Calling
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
Principles
- Principle:Huggingface Transformers Environment Setup
- Principle:Bentoml BentoML Build Configuration
- Principle:NVIDIA NeMo Curator Text Cleaning and Normalization
- Principle:EvolvingLMMs Lab Lmms eval Mathematical Answer Extraction
- Principle:Ggml org Llama cpp Batch Processing
- Principle:Webdriverio Webdriverio Protocol Command Architecture
- Principle:Apache Flink Format Factory SPI
- Principle:Microsoft Onnxruntime Distributed Checkpoint Management
- Principle:Dagster io Dagster Dbt Asset Translation
- Principle:Marker Inc Korea AutoRAG Schema Construction
Implementations
- Implementation:Openai Openai python Response File Search Tool Call
- Implementation:Apache Kafka CoordinatorRuntime ScheduleWriteOperation
- Implementation:Puppeteer Puppeteer Cdp TargetManager
- Implementation:Apache Flink WritableTypeInfo
- Implementation:Apache Druid Partition Config Form
- Implementation:Haotian liu LLaVA Tokenizer Image Token
- Implementation:Mlfoundations Open flamingo All gather json dump
- Implementation:Turboderp org Exllamav2 ExLlamaV2ParallelDecoder
- Implementation:Hiyouga LLaMA Factory Misc Utils
- Implementation:Kserve Kserve ExplainerWrapper Base
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Huggingface Datasets Num Proc Guidelines
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies