Main Page
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Total Pages
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:Intel Ipex llm QLoRA Finetuning
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
Principles
- Principle:AnswerDotAI RAGatouille Semantic Search
- Principle:Apache Paimon Blob Schema Definition
- Principle:Bitsandbytes foundation Bitsandbytes Columnwise INT8 Quantization
- Principle:Huggingface Optimum Quantized Weight Packing
- Principle:Ollama Ollama Model Loading
- Principle:Ray project Ray Request Routing And Handling
- Principle:Mlc ai Web llm Cross Thread Streaming
- Principle:LMCache LMCache RoPE Position Recovery
- Principle:PeterL1n BackgroundMattingV2 Homographic alignment
- Principle:Apache Paimon Developer Tooling
Implementations
- Implementation:Huggingface Peft CartridgeConfig
- Implementation:Speechbrain Speechbrain Prepare Voicebank MTL
- Implementation:Langgenius Dify CLI Commands
- Implementation:FlagOpen FlagEmbedding AbsEvalArgs Configuration
- Implementation:Ggml org Llama cpp LoRA Download
- Implementation:Isaac sim IsaacGymEnvs CommonAgent Train
- Implementation:Evidentlyai Evidently Guardrails Trace
- Implementation:Haosulab ManiSkill BaseMotionPlanningSolver
- Implementation:Recommenders team Recommenders A2SVD Model
- Implementation:EvolvingLMMs Lab Lmms eval Cache Utils
Heuristics
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Tencent Ncnn NMS Threshold Tuning
Environments
- Environment:Wandb Weave Python SDK Runtime
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Vllm project Vllm GitHub
- Environment:Huggingface Diffusers Attention Backends
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Getgauge Taiko Docker Container
- Environment:Langchain ai Langchain Python 3 10 Runtime