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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:Roboflow Rf detr Object Detection Inference
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
Principles
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Google deepmind Mujoco Thread Pool Management
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Diagram of thought Diagram of thought Raw Output Collection
- Principle:Apache Flink Async Sink Framework
- Principle:Alibaba MNN Conversion Verification
- Principle:Cypress io Cypress Browser Detection
- Principle:MarketSquare Robotframework browser ES2015 Module Transpilation
- Principle:Ollama Ollama CGoBridge
- Principle:Datahub project Datahub Client Resource Cleanup
Implementations
- Implementation:Cohere ai Cohere python Connector Model
- Implementation:OpenRLHF OpenRLHF Interactive Chat
- Implementation:Ggml org Llama cpp Memory Hybrid ISWA
- Implementation:Run llama Llama index Default Prompts
- Implementation:ClickHouse ClickHouse PCG Random
- Implementation:Openai Openai python Response MCP Call Failed
- Implementation:Diagram of thought Diagram of thought Graphviz DAG Visualization
- Implementation:Microsoft Agent framework WorkflowRunResult Get Outputs
- Implementation:Scikit learn Scikit learn PlottingBase
- Implementation:Hiyouga LLaMA Factory PT Workflow
Heuristics
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
Environments
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Trailofbits Fickling PyTorch
- Environment:Groq Groq python Python Groq SDK
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Ollama Ollama CGo Runtime