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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:Google deepmind Dm control Control Suite RL Training
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Vespa engine Vespa Document indexing pipeline
Principles
- Principle:Haosulab ManiSkill Demonstration Data Acquisition
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:Openclaw Openclaw Cloud Deployment Configuration
- Principle:Interpretml Interpret Data Exploration
- Principle:Datahub project Datahub Metadata Emission
- Principle:Allenai Open instruct CI CD Integration Testing
- Principle:Dagster io Dagster Run Configuration
- Principle:Intel Ipex llm Document Chunking
- Principle:PrefectHQ Prefect Webhook Driven Flow Resumption
- Principle:TobikoData Sqlmesh PR Environment Creation
Implementations
- Implementation:Openai Openai python Container List Response
- Implementation:Tensorflow Tfjs Pooling Test
- Implementation:Helicone Helicone ExportDashboardData
- Implementation:Volcengine Verl VLM Model Config
- Implementation:Fede1024 Rust rdkafka Metadata Example
- Implementation:Google deepmind Dm control CMU Mocap Initializer
- Implementation:Alibaba MNN FlatBuffers IDL Gen CPP
- Implementation:Google deepmind Mujoco MJX Render Util
- Implementation:Puppeteer Puppeteer USKeyboardLayout
- Implementation:Facebookresearch Audiocraft Export Directory Convention
Heuristics
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
Environments
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Neuml Txtai Python Core Environment