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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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Huggingface Diffusers Video Generation
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Openai Openai agents python Streaming Agent Execution
Principles
- Principle:Microsoft Agent framework Agent Execution
- Principle:Apache Airflow Callback Event Notification
- Principle:Huggingface Datasets Schema Casting
- Principle:Togethercomputer Together python Batch Result Retrieval
- Principle:PrefectHQ Prefect Documentation Site Structure
- Principle:Apache Beam Structural Key Equality
- Principle:Microsoft Semantic kernel Vector Store Collection Setup
- Principle:Apache Druid Partitioning Configuration
- Principle:Infiniflow Ragflow Agent Execution
- Principle:Pytorch Serve vLLM Inference
Implementations
- Implementation:Vibrantlabsai Ragas Core Utility Functions
- Implementation:Predibase Lorax Flash Attn Triton
- Implementation:CARLA simulator Carla Extract Spawn Points Tool
- Implementation:CarperAI Trlx Trlx Train Offline
- Implementation:Recommenders team Recommenders Databricks Install
- Implementation:Tensorflow Serving Tfrt Regressor Test
- Implementation:Hpcaitech ColossalAI ExperienceBuffer Utils
- Implementation:Openai Openai python Runtime Type Inspection
- Implementation:Interpretml Interpret LinearRegression And LogisticRegression
- Implementation:Online ml River ModelSelection Base
Heuristics
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
Environments
- Environment:Online ml River Build Toolchain
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:HKUDS AI Trader Browser Runtime
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Datahub project Datahub Docker Runtime