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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:Openai Openai node Fine Tuning
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
Principles
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Langchain ai Langgraph Tool Definition
- Principle:LMCache LMCache Engine Lifecycle Management
- Principle:AUTOMATIC1111 Stable diffusion webui Model Loading
- Principle:Huggingface Datasets Nifti Feature Handling
- Principle:Online ml River Streaming Anomaly Datasets
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:Eventual Inc Daft Pandas Export
- Principle:Ggml org Ggml Token Sampling
- Principle:Promptfoo Promptfoo Environment Configuration
Implementations
- Implementation:Sgl project Sglang CPU Decode Attention
- Implementation:Open compass VLMEvalKit QBench Video
- Implementation:Hiyouga LLaMA Factory WebUI Top Component
- Implementation:ThreeSR Awesome Inference Time Scaling Search Papers Function
- Implementation:Haosulab ManiSkill TrimeshUtils
- Implementation:Infiniflow Ragflow Embedding Function
- Implementation:Scikit learn Scikit learn BaseSearchCV Fit
- Implementation:AUTOMATIC1111 Stable diffusion webui PersonalizedBase for textual inversion
- Implementation:Apache Kafka Kafka Server Start Script
- Implementation:Getgauge Taiko Install Chromium
Heuristics
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
Environments
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Interpretml Interpret Visualization Environment
- Environment:Sgl project Sglang GitHub Actions