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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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Browse by Category
| 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:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Lance format Lance Table Optimization
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
Principles
- Principle:Unslothai Unsloth Model Merging And Saving
- Principle:Apache Druid SQL Destination Configuration
- Principle:Pyro ppl Pyro Discrete Posterior Decoding
- Principle:Princeton nlp SimPO Response Post Processing
- Principle:Iamhankai Forest of Thought Expression Validation
- Principle:ChenghaoMou Text dedup Substring Deduplication
- Principle:NVIDIA DALI External Data Source
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:ARISE Initiative Robosuite Sensor Corruption Modeling
- Principle:Webdriverio Webdriverio Type System
Implementations
- Implementation:Helicone Helicone Providers Web Metadata
- Implementation:Onnx Onnx IR Graph Model
- Implementation:Lance format Lance CreateIndexBuilder
- Implementation:Anthropics Anthropic sdk python Beta Tool Decorator
- Implementation:Ggml org Llama cpp Llama Model Quantize For LoRA
- Implementation:Protectai Llm guard Input Regex
- Implementation:Apache Druid RunPanel
- Implementation:Danijar Dreamerv3 Combined Launcher
- Implementation:OpenHands OpenHands SaasNestedConversationManager Create Nested Conversation
- Implementation:Microsoft LoRA GPT2LMModel Config
Heuristics
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
Environments
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Apache Beam Java Build Environment