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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:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
Principles
- Principle:ClickHouse ClickHouse Math Compatibility Functions
- Principle:Facebookresearch Audiocraft JASCO Model Loading
- Principle:Kserve Kserve LLMIsvc Controller Reconciliation
- Principle:Alibaba MNN Model Format Conversion
- Principle:Predibase Lorax Streaming Response Handling
- Principle:Apache Spark Master Daemon Management
- Principle:Google deepmind Mujoco Pipeline Architecture
- Principle:Helicone Helicone Database Schema
- Principle:Protectai Modelscan Unsafe Operator Detection
- Principle:Langgenius Dify App Type Selection
Implementations
- Implementation:Mlc ai Mlc llm Router Translate request
- Implementation:BerriAI Litellm Veo Video Generation Example
- Implementation:Recommenders team Recommenders SLI REC Model
- Implementation:Puppeteer Puppeteer Injected CustomQuerySelector
- Implementation:Eventual Inc Daft Expression Getitem
- Implementation:Google deepmind Mujoco mj forward
- Implementation:SeleniumHQ Selenium Closure Window
- Implementation:Microsoft Playwright Server Dialog
- Implementation:Haosulab ManiSkill ROBELValveBuilder
- Implementation:Microsoft Autogen Studio Auth Middleware
Heuristics
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
Environments
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Kserve Kserve Gateway API
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Openai Openai python Azure OpenAI
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies