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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:Haosulab ManiSkill Custom Task Development
- Workflow:Apache Kafka Broker Startup
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Pola rs Polars Streaming Large Dataset Processing
Principles
- Principle:Apache Dolphinscheduler Workflow DAG Definition
- Principle:Datahub project Datahub Batch Ingestion Execution
- Principle:Puppeteer Puppeteer PDF Generation
- Principle:CARLA simulator Carla Sensor Lifecycle Management
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Explodinggradients Ragas Knowledge Graph Construction
- Principle:Kornia Kornia Image Loading
- Principle:Dagster io Dagster LLM Fine Tuning Orchestration
- Principle:FMInference FlexLLMGen Model Replacement Policy
- Principle:Tensorflow Serving HTTP Server Setup
Implementations
- Implementation:Elevenlabs Elevenlabs python DefaultAudioInterface
- Implementation:Ggml org Llama cpp Multimodal Download
- Implementation:Neuml Txtai SQL Token
- Implementation:DevExpress Testcafe TestedApp Start Kill
- Implementation:NVIDIA NeMo Aligner MegatronGPT Actor And Critic Client
- Implementation:InternLM Lmdeploy AttentionIterator
- Implementation:Vibrantlabsai Ragas BaseRagasEmbeddings
- Implementation:CarperAI Trlx Trlx Train Online
- Implementation:CrewAIInc CrewAI Website Search Tool
- Implementation:Open compass VLMEvalKit LENS Utils
Heuristics
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
Environments
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Alibaba MNN CPU Build Environment
- Environment:Online ml River Build Toolchain
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime