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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:Promptfoo Promptfoo Project Initialization
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Wandb Weave SDK Release
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:MaterializeInc Materialize Release Process
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
Principles
- Principle:Apache Paimon Blob Schema Definition
- Principle:Scikit learn Scikit learn Stacking Ensemble
- Principle:Deepspeedai DeepSpeed SP Data Preparation
- Principle:LaurentMazare Tch rs Forward Pass Inference
- Principle:Google deepmind Mujoco State Management
- Principle:Alibaba ROLL MCoreAdapter Model Configuration
- Principle:Apache Druid SQL Input Format Configuration
- Principle:Confident ai Deepeval Dataset Publishing
- Principle:Langgenius Dify Pipeline Publishing
- Principle:Mit han lab Llm awq LLaVA Multimodal Architecture
Implementations
- Implementation:Tencent Ncnn Torch Jit Trace
- Implementation:NVIDIA TransformerEngine Comm GEMM
- Implementation:Mlc ai Mlc llm Fuse Transpose Matmul
- Implementation:Langchain ai Langchain BaseChatOpenAI Bind Tools
- Implementation:Microsoft Playwright Client Video
- Implementation:HKUDS AI Trader AssetChart
- Implementation:Pytorch Serve Model Manifest
- Implementation:Hiyouga LLaMA Factory Model Adapter
- Implementation:DevExpress Testcafe RequestHook TypeDefs
- Implementation:FlowiseAI Flowise MarketplaceCanvas
Heuristics
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
Environments
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:SeleniumHQ Selenium Contributor Development Environment