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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 Optimum Automatic Tensor Parallelization
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Onnx Onnx External Data Handling
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Microsoft Onnxruntime Nodejs Inference
Principles
- Principle:OWASP Www project top 10 for large language model applications Threat Modeling Against Top 10
- Principle:Astronomer Astronomer cosmos Profile Configuration
- Principle:Microsoft Agent framework Workflow Graph Construction
- Principle:Ggml org Llama cpp Configuration
- Principle:Huggingface Datatrove HTML Text Extraction
- Principle:Bitsandbytes foundation Bitsandbytes CI CD Build Pipeline
- Principle:Anthropics Anthropic sdk python Provider Selection And Dependencies
- Principle:NVIDIA DALI Video Spatial Crop
- Principle:Farama Foundation Gymnasium Observation Wrapping
- Principle:Scikit learn contrib Imbalanced learn Synthetic Minority Oversampling
Implementations
- Implementation:PeterL1n BackgroundMattingV2 Load pretrained deeplabv3 state dict
- Implementation:Huggingface Optimum GPTQQuantizer Convert Model
- Implementation:CrewAIInc CrewAI RAG PDF Loader
- Implementation:Ggml org Ggml Webgpu wgsl preprocessor
- Implementation:FlagOpen FlagEmbedding BGE VL Eval CIRCO
- Implementation:Facebookresearch Habitat lab Gym Definitions
- Implementation:Langgenius Dify Doc Paths Types
- Implementation:MaterializeInc Materialize Cut Release Tag
- Implementation:Haosulab ManiSkill PullCubeTool
- Implementation:Astronomer Astronomer cosmos Get Dataset Alias Name
Heuristics
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
Environments
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Openclaw Openclaw Mintlify Documentation Platform