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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:BerriAI Litellm Router Load Balancing
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Trailofbits Fickling PyTorch Payload Injection
Principles
- Principle:Norrrrrrr lyn WAInjectBench Ensemble Aggregation Image
- Principle:Ollama Ollama Inference Pipeline
- Principle:Ggml org Llama cpp Tool Calling
- Principle:Apache Druid SQL Input Source Selection
- Principle:Treeverse LakeFS Java SDK API Operations
- Principle:FlowiseAI Flowise Credential Management
- Principle:Huggingface Open r1 Difficulty Based Data Filtering
- Principle:Openai Whisper Full Transcription
- Principle:PrefectHQ Prefect Frontend Application Configuration
- Principle:Puppeteer Puppeteer Web Worker Interaction
Implementations
- Implementation:Gretelai Gretel synthetics Statistical Quality Evaluation
- Implementation:PrefectHQ Prefect Materialize Decorator
- Implementation:Teamcapybara Capybara Selector Expression Filter
- Implementation:Mage ai Mage ai Stripe Payment Intents Schema
- Implementation:Huggingface Datasets Dataset From List
- Implementation:Lance format Lance Create Inverted Index
- Implementation:Spotify Luigi DockerTask
- Implementation:Mistralai Client python EventStream Context
- Implementation:CARLA simulator Carla Python Map Bindings
- Implementation:OpenHands OpenHands GitlabView
Heuristics
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Confident ai Deepeval Secret Management Best Practices
Environments
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Openai Evals Python Runtime
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Sgl project Sglang CUDA
- Environment:Ray project Ray Java Build Environment