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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:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Pytorch Serve Model Deployment
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
Principles
- Principle:Allenai Open instruct Model Publishing
- Principle:Ggml org Ggml Vision Encoder Execution
- Principle:ChenghaoMou Text dedup Pipeline Configuration
- Principle:Heibaiying BigData Notes Spark Aggregation and Join
- Principle:Pola rs Polars Horizontal Fold Operations
- Principle:CrewAIInc CrewAI Crew Execution
- Principle:Cypress io Cypress Package Publishing
- Principle:Arize ai Phoenix Annotation Querying
- Principle:Openclaw Openclaw Binding Configuration
- Principle:Intel Ipex llm LISA Dynamic Layer Training
Implementations
- Implementation:Arize ai Phoenix Prompts Create
- Implementation:Heibaiying BigData Notes Flink ListState Usage
- Implementation:Kserve Kserve LocalModelNodeGroup CRD
- Implementation:Confident ai Deepeval ToolUseMetric
- Implementation:Apache Paimon TableType
- Implementation:Gretelai Gretel synthetics Upsample Df
- Implementation:Mlc ai Mlc llm Threaded Engine Header
- Implementation:Haosulab ManiSkill GeometryUtils
- Implementation:Google deepmind Mujoco Studio App Header
- Implementation:Liu00222 Open Prompt Injection create app
Heuristics
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Obss Sahi Overlap Ratio Selection
Environments
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Apache Druid Web Console Development
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Apache Paimon Optional Extensions