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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:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Apache Flink Stream File Compaction
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
Principles
- Principle:Kserve Kserve Model Packaging
- Principle:Bitsandbytes foundation Bitsandbytes Lazy 4bit Quantization
- Principle:MarketSquare Robotframework browser Async Keyword Execution
- Principle:Protectai Llm guard Substring Filtering
- Principle:Tensorflow Serving Servable Caching
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Mlc ai Mlc llm REST Server Launch
- Principle:Obss Sahi COCO FiftyOne Visualization
- Principle:Arize ai Phoenix Prompt Template Rendering
- Principle:TobikoData Sqlmesh Project Configuration
Implementations
- Implementation:Avhz RustQuant Bachelier Backend
- Implementation:Apache Druid CompactionHistoryDialog
- Implementation:Turboderp org Exllamav2 Softmax AVX2
- Implementation:Run llama Llama index EvaluatorEvaluationDataset
- Implementation:Sktime Pytorch forecasting GridUpdateCallback
- Implementation:ArroyoSystems Arroyo Api Server
- Implementation:Apache Airflow DAG Constructor
- Implementation:Huggingface Datatrove BaseFormatter
- Implementation:Avhz RustQuant PowerOption
- Implementation:Google deepmind Mujoco USD Layer Sink
Heuristics
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
Environments
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Protectai Llm guard API Server Deployment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Axolotl ai cloud Axolotl Python Runtime