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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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|---|---|---|
| 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:Microsoft Playwright End to end test authoring
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Apache Spark Release Process
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Huggingface Diffusers Text to Image Inference
Principles
- Principle:ClickHouse ClickHouse Strong IP Types
- Principle:Eventual Inc Daft Catalog Registration
- Principle:Huggingface Trl GRPO Prompt Dataset Loading
- Principle:Protectai Modelscan Issue Severity Classification
- Principle:Allenai Open instruct Tensor Caching
- Principle:Huggingface Peft Adapter Persistence
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:CARLA simulator Carla Unreal Engine Build
- Principle:SeldonIO Seldon core Usage Metrics Publishing
- Principle:Mbzuai oryx Awesome LLM Post training Recursive Paper Fetching
Implementations
- Implementation:Allenai Open instruct ModelConfig
- Implementation:Openai Openai python Response Image Gen Call Generating
- Implementation:Apache Beam JobServicePipelineResult
- Implementation:Allenai Open instruct OLMo2 1124 Dev Scripts
- Implementation:Apache Spark ProxyUtils
- Implementation:Nightwatchjs Nightwatch Browser Commands API
- Implementation:Allenai Open instruct OLMoE 0125 Dev Scripts
- Implementation:Truera Trulens App Context Manager
- Implementation:CrewAIInc CrewAI AI Mind Tool
- Implementation:Pyro ppl Pyro Distributions Init
Heuristics
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
Environments
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:HKUDS AI Trader MCP Services
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Apache Paimon Optional Extensions
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Liu00222 Open Prompt Injection CUDA Environment