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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:Rapidsai Cuml Dimensionality Reduction
- Workflow:Neuml Txtai Semantic Search
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
Principles
- Principle:LaurentMazare Tch rs Atari Environment Preprocessing
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:Huggingface Optimum Task and Model Resolution
- Principle:Huggingface Datasets Multi Split Organization
- Principle:OpenGVLab InternVL DPO Data Collation
- Principle:FMInference FlexLLMGen Offloading Policy Configuration
- Principle:Ggml org Llama cpp CLI Configuration
- Principle:FlowiseAI Flowise Data Visualization
- Principle:Pola rs Polars Lazy Query Collection
Implementations
- Implementation:Groq Groq python Completions Create Stream
- Implementation:NVIDIA NeMo Curator CommonCrawlDownloadExtractStage
- Implementation:Ggml org Llama cpp GGUF Example
- Implementation:Datajuicer Data juicer VideoDurationFilter
- Implementation:Online ml River FeatureExtraction PolynomialExtender
- Implementation:Webdriverio Webdriverio SpecReporter Class
- Implementation:Microsoft Onnxruntime TensorInfo
- Implementation:Huggingface Datasets IterableDataset With Format
- Implementation:Astronomer Astronomer cosmos Get Dataset Alias Name
- Implementation:Infiniflow Ragflow Health Check System
Heuristics
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
Environments
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Ray project Ray Java Build Environment