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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:Vibrantlabsai Ragas Testset Generation
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Langgenius Dify Plugin Management
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
Principles
- Principle:LaurentMazare Tch rs Crate Organization
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Apache Beam Execution Driving
- Principle:InternLM Lmdeploy VLM Configuration
- Principle:Pola rs Polars Expression Pipeline Building
- Principle:Pyro ppl Pyro Neural Transport
- Principle:Pola rs Polars Temporal Data Parsing
- Principle:Triton inference server Server LLM Benchmarking
- Principle:Huggingface Datasets Environment Reporting
- Principle:Sktime Pytorch forecasting Samformer Architecture
Implementations
- Implementation:Helicone Helicone HeliconePromptManager
- Implementation:Apache Paimon RestClient
- Implementation:EvolvingLMMs Lab Lmms eval Create Iterator
- Implementation:FlowiseAI Flowise NavGroup
- Implementation:Vibrantlabsai Ragas MultiModalFaithfulness
- Implementation:Risingwavelabs Risingwave SinkWriterV1 Interface
- Implementation:Datahub project Datahub DatahubSparkListener Lifecycle
- Implementation:CrewAIInc CrewAI S3 Writer Tool
- Implementation:Huggingface Peft Bone Finetuning Example
- Implementation:Astronomer Astronomer cosmos Dbt Output Parser
Heuristics
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
Environments
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment