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1,118
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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Browse by Category
| 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:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Onnx Onnx Model Creation
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
Principles
- Principle:Microsoft Agent framework Workflow Result Processing
- Principle:Webdriverio Webdriverio Environment Detection
- Principle:Run llama Llama index Training Data Validation
- Principle:Kubeflow Kubeflow Development And Testing
- Principle:Onnx Onnx Opset Version Mapping
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:Openai Openai node Audio Translation
- Principle:Huggingface Datatrove Unigram Log Probability Filtering
- Principle:Apache Beam Execution Monitoring
- Principle:Allenai Open instruct Human Evaluation
Implementations
- Implementation:Open compass VLMEvalKit WorldSense Utils
- Implementation:VainF Torch Pruning BasePruner
- Implementation:Promptfoo Promptfoo GitHub Action
- Implementation:Risingwavelabs Risingwave Relations Component
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseFileResponseModel
- Implementation:Hpcaitech ColossalAI Booster Training Loop
- Implementation:Haotian liu LLaVA Make Delta
- Implementation:Getgauge Taiko DropDown Select
- Implementation:FlowiseAI Flowise WorkspaceUsers
- Implementation:SeleniumHQ Selenium ModuleGenerator
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
Environments
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:Apache Druid Web Console Development
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Vllm project Vllm Intel XPU
- Environment:Predibase Lorax Python Server Dependencies
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Vllm project Vllm Python
- Environment:OpenBMB UltraFeedback OpenAI API Environment