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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:PrefectHQ Prefect API Sourced ETL
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Apache Kafka Docker Image Release
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Volcengine Verl PPO Training With Reward Model
Principles
- Principle:Huggingface Datasets Python Utilities
- Principle:Snorkel team Snorkel Labeling Function Application
- Principle:Langgenius Dify Internationalization Configuration
- Principle:Protectai Llm guard Output Scanner Factory Pattern
- Principle:Heibaiying BigData Notes Spark Aggregation and Join
- Principle:Mlc ai Web llm Multi Model Routing
- Principle:Spcl Graph of thoughts Ground Truth Evaluation
- Principle:OpenHands OpenHands Solvability Analysis
- Principle:Microsoft Onnxruntime Inference Execution
- Principle:Bigscience workshop Petals Inference Session Management
Implementations
- Implementation:Helicone Helicone FrontendFilterDefs
- Implementation:Neuml Txtai HFTrainer Parse
- Implementation:Infiniflow Ragflow LLM Constants
- Implementation:Haosulab ManiSkill SO100
- Implementation:ArroyoSystems Arroyo Updating Cache
- Implementation:Haosulab ManiSkill OpenCabinetDrawer
- Implementation:BerriAI Litellm Redact Messages
- Implementation:Ggml org Ggml Ggml opt init
- Implementation:Kornia Kornia Ycbcr Conversion
- Implementation:Heibaiying BigData Notes KafkaConsumer Constructor
Heuristics
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
Environments
- Environment:Kserve Kserve Istio Service Mesh
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment