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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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|---|---|---|
| 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:Haotian liu LLaVA Single Image Inference
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Groq Groq python Text To Speech
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Unstructured IO Unstructured Document Partitioning
Principles
- Principle:Ggml org Ggml Remote Procedure Call Computation
- Principle:Ggml org Ggml Autoregressive Generation
- Principle:Astronomer Astronomer cosmos Project Path Configuration
- Principle:Groq Groq python Message Construction
- Principle:Norrrrrrr lyn WAInjectBench GPU Device Placement
- Principle:MarketSquare Robotframework browser Code Quality Enforcement
- Principle:Microsoft Semantic kernel Data Ingestion
- Principle:Neuml Txtai Semantic Search
- Principle:Apache Shardingsphere SQL Statement Interception
- Principle:Danijar Dreamerv3 Distributed Logger Aggregation
Implementations
- Implementation:Mlc ai Mlc llm Qwen3 Model
- Implementation:Microsoft BIPIA Smart Tokenizer And Embedding Resize
- Implementation:Scikit learn Scikit learn SelectFromModel
- Implementation:Confident ai Deepeval DocumentChunker
- Implementation:CrewAIInc CrewAI SerpApi Google Search Tool
- Implementation:Getgauge Taiko Device Descriptors
- Implementation:Langgenius Dify Security Proxy
- Implementation:Togethercomputer Together python Batch Request Format
- Implementation:TA Lib Ta lib python Stream Function API
- Implementation:Lm sys FastChat Summarize Cluster
Heuristics
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
Environments
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Kubeflow Pipelines KFP Backend Deployment