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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:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Onnx Onnx Model Composition
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
Principles
- Principle:Intel Ipex llm Lookahead Decoding
- Principle:Langgenius Dify Node Level Testing
- Principle:Google deepmind Dm control Action Observation Spec Inspection
- Principle:NVIDIA NeMo Curator Image Ingestion
- Principle:Ggml org Llama cpp Computation Graph Building
- Principle:Explodinggradients Ragas Testset Export
- Principle:Apache Paimon Distributed Result Collection
- Principle:Triton inference server Server Ensemble Validation
- Principle:Mlfoundations Open flamingo Distributed Checkpointing
- Principle:OpenGVLab InternVL Vision Language Model Loading
Implementations
- Implementation:Apache Paimon DataWriter
- Implementation:ThreeSR Awesome Inference Time Scaling Format Paper Info Function
- Implementation:Alibaba MNN FlatBuffers IDL Gen Rust
- Implementation:Isaac sim IsaacGymEnvs AllegroHandDextreme Observations
- Implementation:AUTOMATIC1111 Stable diffusion webui Run postprocessing
- Implementation:SeleniumHQ Selenium Closure Functions
- Implementation:Apache Dolphinscheduler AbstractDataSourceProcessor Extension
- Implementation:Kornia Kornia VisionTransformer
- Implementation:Eventual Inc Daft DataFrame To Arrow
- Implementation:Avhz RustQuant EuropeanVanillaOption new
Heuristics
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
Environments
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Microsoft Agent framework API Credentials
- Environment:Rapidsai Cuml Dask Distributed
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials