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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:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Lance format Lance Full Text Search
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Sgl project Sglang Structured Output Generation
Principles
- Principle:EvolvingLMMs Lab Lmms eval Task Directory Structure
- Principle:Huggingface Transformers Distributed Checkpointing
- Principle:Eventual Inc Daft Session Management
- Principle:Pola rs Polars DataFrame Output Conversion
- Principle:OpenRLHF OpenRLHF DeepSpeed Distributed Setup
- Principle:Tensorflow Tfjs Pooling Operations
- Principle:Mlfoundations Open flamingo Optimizer And Scheduler Configuration
- Principle:Online ml River Estimator Validation Framework
- Principle:Protectai Llm guard Prompt Injection Detection
- Principle:AUTOMATIC1111 Stable diffusion webui Textual inversion training loop
Implementations
- Implementation:NVIDIA NeMo Curator RapidsMPFShuffler
- Implementation:Open compass VLMEvalKit ImageCaptionDataset
- Implementation:Tensorflow Tfjs CPU ResizeNearestNeighborGrad Kernel
- Implementation:Lucidrains X transformers XTransformer Generate
- Implementation:Microsoft DeepSpeedExamples Stable Diffusion LoRA Distillation
- Implementation:Apache Airflow Metrics Template
- Implementation:Infiniflow Ragflow Rag Tokenizer Tokenize
- Implementation:Recommenders team Recommenders NextItNet Model
- Implementation:MaterializeInc Materialize Check Initialize Manipulate Validate
- Implementation:Datahub project Datahub DataHubClientException
Heuristics
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
Environments
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Apache Kafka Docker Build Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Iterative Dvc Git SCM Environment