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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:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Vllm project Vllm Speculative Decoding
Principles
- Principle:HKUDS AI Trader Frontend Portfolio Display
- Principle:Neuml Txtai Task Creation
- Principle:Spotify Luigi Static Type Checking
- Principle:Lance format Lance Version Restoration
- Principle:Allenai Open instruct Model Configuration
- Principle:Ollama Ollama Model Loading
- Principle:Facebookresearch Habitat lab Benchmark Configuration
- Principle:Openai Openai node Audio Transcription
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Scikit learn Scikit learn Ranking Metrics
Implementations
- Implementation:Microsoft Semantic kernel InProcessRuntime
- Implementation:PrefectHQ Prefect Docs Site Configuration
- Implementation:Datajuicer Data juicer ImageSubplotFilter
- Implementation:FMInference FlexLLMGen CompressionConfig
- Implementation:Mlc ai Mlc llm Block Scale Quantization
- Implementation:Pytorch Serve DeepLabHead
- Implementation:Google deepmind Mujoco MJX Inverse
- Implementation:Sdv dev SDV Download Demo
- Implementation:LaurentMazare Tch rs Resnet18
- Implementation:Haosulab ManiSkill PPO Agent Network
Heuristics
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Kserve Kserve Gateway API
- Environment:Alibaba MNN CPU Build Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Spotify Luigi PostgreSQL Server