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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:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Iterative Dvc Data Tracking
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Apache Druid SQL Query Execution
Principles
- Principle:Langfuse Langfuse Batch Export Format Transformation
- Principle:Langfuse Langfuse Event Validation and Schema Parsing
- Principle:Confident ai Deepeval Trace Configuration
- Principle:PacktPublishing LLM Engineers Handbook Prompt Engineering For Dataset Generation
- Principle:Rapidsai Cuml Model Explainability
- Principle:HKUDS AI Trader OHLCV Price Data Schema
- Principle:Truera Trulens Context Filter Guardrail
- Principle:Ray project Ray Serve Control Plane Initialization
- Principle:Huggingface Datatrove HTTP Media Fetching
- Principle:Ggml org Llama cpp Multimodal Projector Loading
Implementations
- Implementation:Risingwavelabs Risingwave ConnectorNodeMetrics
- Implementation:Ggml org Llama cpp Mtmd Init From File
- Implementation:SeleniumHQ Selenium VirtualAuthenticatorOptions
- Implementation:Huggingface Peft C3AModel
- Implementation:Ollama Ollama Auth Sign
- Implementation:Explodinggradients Ragas MultiTurnSample Class
- Implementation:Apache Druid StringMenuItems
- Implementation:FlagOpen FlagEmbedding LLM Embedder LM Score
- Implementation:Huggingface Transformers Quantization Backend Selection Pattern
- Implementation:SeleniumHQ Selenium PrintOptions
Heuristics
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
Environments
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Zai org CogVideo SAT Framework Environment