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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:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Wandb Weave Prompt Management
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Trailofbits Fickling Pickle Safety Analysis
Principles
- Principle:Zai org CogVideo SAT Model Initialization
- Principle:Iterative Dvc Target Resolution
- Principle:Ollama Ollama ML Backend Abstraction
- Principle:Kserve Kserve InferenceGraph Specification
- Principle:Alibaba ROLL Agentic Reward Computation
- Principle:Langchain ai Langgraph Async Store Operations
- Principle:Deepspeedai DeepSpeed Pipeline Module Construction
- Principle:Alibaba ROLL MCoreAdapter Model Configuration
- Principle:Apache Airflow Provider Package Scaffolding
- Principle:Marker Inc Korea AutoRAG Export And Corpus Remapping
Implementations
- Implementation:Microsoft Playwright BrowserContextDispatcher
- Implementation:Apache Beam ExecutionDriver
- Implementation:Webdriverio Webdriverio MSPO MarkdownFormatter
- Implementation:PrefectHQ Prefect Client Read Flow Runs
- Implementation:Turboderp org Exllamav2 ExLlamaV2Sampler Settings
- Implementation:Apache Druid Website Sidebar Navigation
- Implementation:Datajuicer Data juicer Quality Classifier Utils
- Implementation:Mage ai Mage ai Destination Process Schema
- Implementation:Haosulab ManiSkill GoogleRobot
- Implementation:Puppeteer Puppeteer BluetoothEmulation
Heuristics
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
Environments
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Vllm project Vllm Buildkite
- Environment:Unslothai Unsloth Llama Cpp
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Apache Spark Python Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Duckdb Duckdb Release Publishing Env