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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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Browse by Category
| 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:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
Principles
- Principle:Huggingface Open r1 Dataset Loading
- Principle:ArroyoSystems Arroyo Connection Table Configuration
- Principle:Online ml River Holt Winters Forecasting
- Principle:Allenai Open instruct Reward Model Evaluation
- Principle:Langchain ai Langchain Release Triggering
- Principle:Infiniflow Ragflow Search Filtering
- Principle:Mbzuai oryx Awesome LLM Post training Recursive Paper Fetching
- Principle:PeterL1n BackgroundMattingV2 ONNX validation
- Principle:Microsoft Playwright Add Assertions
- Principle:TobikoData Sqlmesh Environment Listing And Inspection
Implementations
- Implementation:Risingwavelabs Risingwave SqlServerDialect
- Implementation:Online ml River Anomaly GaussianScorer
- Implementation:Online ml River Stream TwitterLiveStream
- Implementation:Explodinggradients Ragas Document Loader Interface
- Implementation:Infiniflow Ragflow LinkDataPipelineModal Component
- Implementation:Webdriverio Webdriverio FetchRequest Class
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGenerator Iterate
- Implementation:Deepspeedai DeepSpeed AutoTP Replace
- Implementation:AUTOMATIC1111 Stable diffusion webui Run postprocessing
- Implementation:Apache Dolphinscheduler BaseAdHocAndPooledClient Extension
Heuristics
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
Environments
- Environment:Apache Airflow Development Contributor Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Spotify Luigi Tornado Web Server
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Allenai Open instruct Docker Container
- Environment:ArroyoSystems Arroyo Kubernetes Deployment