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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:Iterative Dvc Plot Visualization
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
Principles
- Principle:Iamhankai Forest of Thought Chain of Thought Reasoning
- Principle:Arize ai Phoenix Annotation Querying
- Principle:Openai Whisper Dynamic Time Warping
- Principle:Cypress io Cypress Test Suite Execution
- Principle:Openai Whisper Alignment Head Configuration
- Principle:Facebookresearch Audiocraft Environment Setup
- Principle:Ggml org Llama cpp Multimodal
- Principle:Ollama Ollama Model Resolution And Download
- Principle:Kserve Kserve Model Explainability
- Principle:Langgenius Dify EventDrivenCommunication
Implementations
- Implementation:Dotnet Machinelearning TrialResult Properties
- Implementation:Datajuicer Data juicer SentenceSplitMapper
- Implementation:Alibaba ROLL Cluster
- Implementation:Intel Ipex llm NPU Save Load
- Implementation:Confident ai Deepeval TaskCompletionMetric
- Implementation:Ggml org Ggml Cann acl tensor
- Implementation:Openai Openai node Node CJS Lockfile
- Implementation:Avhz RustQuant Merton Jump Diffusion Backend
- Implementation:FlagOpen FlagEmbedding LLM Reranker Instruction Data
- Implementation:Ucbepic Docetl PromptImprovementDialog
Heuristics
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
Environments
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Neuml Txtai API Server Configuration
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Ray project Ray Java Build Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Allenai Open instruct CUDA GPU Training