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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:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Ollama Ollama Custom Model Creation
Principles
- Principle:Microsoft Agent framework Agent Factory Configuration
- Principle:Huggingface Datasets Python Utilities
- Principle:Ggml org Ggml Image IO
- Principle:Ggml org Ggml Tensor Context Management
- Principle:Infiniflow Ragflow Knowledge Base Selection
- Principle:Unstructured IO Unstructured Basic Chunking
- Principle:Tensorflow Tfjs Data Preprocessing Layers
- Principle:Tensorflow Tfjs Define Model Architecture
- Principle:Roboflow Rf detr Finetuned Model Loading
- Principle:Cypress io Cypress Test Result Reporting
Implementations
- Implementation:Kserve Kserve LLM Decode Worker DP Config
- Implementation:Ggml org Llama cpp Chat Generation Loop
- Implementation:HKUDS AI Trader PortfolioPage
- Implementation:Run llama Llama index Query Engine Query
- Implementation:MaterializeInc Materialize CLI Workload Anonymize
- Implementation:FlowiseAI Flowise UsersView
- Implementation:ArroyoSystems Arroyo Sink V2 Open File
- Implementation:Avhz RustQuant Asian Backend
- Implementation:Intel Ipex llm Get Int From Env
- Implementation:Haosulab ManiSkill Drive
Heuristics
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
Environments
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Huggingface Peft BitsAndBytes Quantization