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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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|---|---|---|
| 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:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
Principles
- Principle:Norrrrrrr lyn WAInjectBench LLaVA Model Initialization
- Principle:Openai Evals YAML Registry Configuration
- Principle:Pytorch Serve Accelerate Device Mapping
- Principle:Norrrrrrr lyn WAInjectBench Image Feature Extraction
- Principle:Haotian liu LLaVA Evaluation Data Setup
- Principle:AUTOMATIC1111 Stable diffusion webui File And Path Utility Functions
- Principle:Truera Trulens Records And Feedback Query
- Principle:ARISE Initiative Robosuite Operational Space Control Utilities
- Principle:Google deepmind Dm control Interactive Visualization
- Principle:Unslothai Unsloth Raw Text Data Loading
Implementations
- Implementation:Online ml River Tree LASTClassifier
- Implementation:Tensorflow Tfjs Container Test
- Implementation:Puppeteer Puppeteer ScreenRecorder
- Implementation:Kubeflow Pipelines Metadata Writer
- Implementation:Apache Paimon ConcatBatchReader
- Implementation:Arize ai Phoenix Evals Executors
- Implementation:Farama Foundation Gymnasium JaxToTorch
- Implementation:Datajuicer Data juicer SpecifiedNumericFieldFilter
- Implementation:ArroyoSystems Arroyo Core Types
- Implementation:Kserve Kserve DP EP Deployment Pattern
Heuristics
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
Environments
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Explodinggradients Ragas Google Drive Backend Environment