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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:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Tensorflow Serving REST API Inference
Principles
- Principle:Openai Whisper Punctuation Merging
- Principle:Microsoft BIPIA Tokenizer And Model Preparation
- Principle:Rapidsai Cuml Classification Evaluation
- Principle:Heibaiying BigData Notes Flink Stream Transformations
- Principle:Kornia Kornia Image Stitching
- Principle:Lakeraai Pint benchmark HF Model Wrapping
- Principle:Deepspeedai DeepSpeed RLHF Checkpointing
- Principle:Hpcaitech ColossalAI GRPO Producer Setup
- Principle:Avdvg InjectGuard Malicious Dataset Loading
- Principle:Duckdb Duckdb Snappy Compression
Implementations
- Implementation:Lance format Lance LegacyListEncoding
- Implementation:Onnx Onnx Checker Check Model
- Implementation:SeleniumHQ Selenium Colors
- Implementation:Sgl project Sglang Flash MLA
- Implementation:OpenHands OpenHands SPAStaticFiles Mount
- Implementation:Apache Paimon DLFOpenApiSigner
- Implementation:Apache Druid ExecutionSummaryPanel
- Implementation:Infiniflow Ragflow DocumentService Run
- Implementation:CARLA simulator Carla MarchingCube
- Implementation:Kserve Kserve CanaryTrafficPercent Spec
Heuristics
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Apache Airflow Docker Container Environment