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1,118
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:Explodinggradients Ragas LLM Benchmarking
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Ray project Ray Remote Task Execution
Principles
- Principle:Langgenius Dify Embedding Indexing Configuration
- Principle:Ggml org Llama cpp GGUFFormat
- Principle:PrefectHQ Prefect Dbt Command Execution
- Principle:Protectai Llm guard Malicious URL Detection
- Principle:Triton inference server Server Performance Analysis
- Principle:Hiyouga LLaMA Factory Direct Preference Optimization
- Principle:Haosulab ManiSkill MP Solver Selection
- Principle:Pola rs Polars Streaming Data Scanning
- Principle:Eric mitchell Direct preference optimization Preference Data Format
- Principle:Neuml Txtai Topic Modeling
Implementations
- Implementation:LMCache LMCache TTL Lock
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense Construct Example
- Implementation:Astronomer Astronomer cosmos ProfileConfig Init
- Implementation:Danijar Dreamerv3 Make Replay
- Implementation:Tensorflow Tfjs Exports Metrics
- Implementation:Microsoft Playwright WkExecutionContext
- Implementation:Ggml org Ggml Ci runner
- Implementation:Google deepmind Dm control Viewer User Input
- Implementation:Huggingface Datasets Languages Resource
- Implementation:Farama Foundation Gymnasium Graph Space
Heuristics
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Kserve Kserve Gateway API
- Environment:Tensorflow Serving Python Client Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:VainF Torch Pruning YOLO Pruning Dependencies