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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:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
Principles
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:Iamhankai Forest of Thought Answer Extraction
- Principle:Lm sys FastChat Elo Rating Analysis
- Principle:Langfuse Langfuse Trace and Observation Event Generation
- Principle:OpenGVLab InternVL Transformer Decoder Architecture
- Principle:Pyro ppl Pyro Evidence Lower Bound
- Principle:Pola rs Polars Multi Format Data Writing
- Principle:Sdv dev SDV Multi Table Data Sampling
- Principle:InternLM Lmdeploy API Server Deployment
- Principle:ContextualAI HALOs Environment Setup
Implementations
- Implementation:Microsoft DeepSpeedExamples Net Tutorial
- Implementation:Openai Openai python Container Create Params
- Implementation:Spotify Luigi JobTask MapReduce
- Implementation:Obss Sahi Pyproject Configuration
- Implementation:Apache Shardingsphere ShadowSQLRouter DecorateRouteContext
- Implementation:Isaac sim IsaacGymEnvs DR Utils Random Samples
- Implementation:Googleapis Python genai LocalTokenizer
- Implementation:Dagster io Dagster DbtProjectComponent API
- Implementation:ChenghaoMou Text dedup ClusterVisualizer
- Implementation:Ggml org Llama cpp Mtmd Init From File
Heuristics
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Openai Whisper Log Probability Threshold
Environments
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Predibase Lorax Model Source Credentials
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Axolotl ai cloud Axolotl Python Runtime