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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:Huggingface Diffusers DreamBooth Personalization
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Openai Openai python Audio Processing
- Workflow:Openai Evals Running an eval set
Principles
- Principle:Obss Sahi Full Image Detection
- Principle:FlowiseAI Flowise Subscription Management
- Principle:Heibaiying BigData Notes HBase Data Reading
- Principle:Neuml Txtai Document Indexing
- Principle:DistrictDataLabs Yellowbrick Classifier Visual Evaluation
- Principle:Protectai Llm guard Scanner Configuration Schema
- Principle:OWASP Www project top 10 for large language model applications Template Based README Generation
- Principle:Eventual Inc Daft Documentation Notebook Generation
- Principle:PrefectHQ Prefect CSV Data Loading
- Principle:PeterL1n BackgroundMattingV2 Checkpoint management
Implementations
- Implementation:Ollama Ollama Imagegen Gemma3 Vision
- Implementation:Liu00222 Open Prompt Injection binary search injection
- Implementation:Zai org CogVideo SAT Convert Weight
- Implementation:Google deepmind Mujoco Engine Util Errmem
- Implementation:Vllm project Vllm CPU Activation
- Implementation:Microsoft Onnxruntime CUDA GatherElementsGrad
- Implementation:Infiniflow Ragflow Tailwind Config
- Implementation:InternLM Lmdeploy Gemm IteratorSm80
- Implementation:Ggml org Llama cpp Convert HF To GGUF Update
- Implementation:ARISE Initiative Robosuite Arena Base
Heuristics
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Microsoft Playwright Timeout Configuration Tips
Environments
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Mistralai Client python Python SDK Environment