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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:Openai Openai agents python Multi Agent Handoff
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Openai Openai python Chat Completion
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Huggingface Datatrove Summary Statistics
Principles
- Principle:Openai Evals Chain of Thought Prompting
- Principle:Duckdb Duckdb Benchmark Build Configuration
- Principle:Sgl project Sglang Sampling Parameters Preparation
- Principle:Google deepmind Mujoco Resource Cleanup
- Principle:Ggml org Llama cpp Multimodal Input Preparation
- Principle:Open compass VLMEvalKit Model Validation
- Principle:Ollama Ollama ToolCalling
- Principle:Heibaiying BigData Notes MapReduce Map Phase
- Principle:Lucidrains X transformers Package Installation
- Principle:Huggingface Optimum Task Specific Preprocessing
Implementations
- Implementation:Turboderp org Exllamav2 Ext RoPE
- Implementation:Openai Openai python HTTP Base Client
- Implementation:Vibrantlabsai Ragas RubricsScore
- Implementation:Open compass VLMEvalKit RBdashMMChat3 5 38B Wrapper
- Implementation:Triton inference server Server L0 Backend Python Test
- Implementation:Haifengl Smile DataType System
- Implementation:Infiniflow Ragflow TestingForm Component
- Implementation:Open compass VLMEvalKit MathVista Utils
- Implementation:Testtimescaling Testtimescaling github io GitHub Actions Cron Schedule
- Implementation:Apache Flink FileSourceReader Constructor
Heuristics
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Protectai Llm guard Token Limit Early Guard
Environments
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Unslothai Unsloth Python Transformers
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Openai Openai agents python Voice Dependencies