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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:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Speechbrain Speechbrain Speech Separation Training
Principles
- Principle:ClickHouse ClickHouse Remote Syslog Logging
- Principle:Webdriverio Webdriverio iOS Automation
- Principle:Langchain ai Langchain Embedding Model Initialization
- Principle:Cleanlab Cleanlab Multilabel Label Quality Scoring
- Principle:VainF Torch Pruning Group Norm Regularization
- Principle:Tensorflow Tfjs Activation Functions
- Principle:MarketSquare Robotframework browser HTTP Request Execution
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Ggml org Llama cpp Multimodal Processing
- Principle:Huggingface Diffusers LoRA Export
Implementations
- Implementation:Google deepmind Mujoco Engine Memory
- Implementation:Microsoft Onnxruntime OrtHardwareDevice
- Implementation:Vespa engine Vespa FRTConnectionPool Constructor
- Implementation:Danijar Dreamerv3 Parallel Learner
- Implementation:Avhz RustQuant OrnsteinUhlenbeck
- Implementation:SeleniumHQ Selenium MutableCapabilities
- Implementation:Ggml org Llama cpp Convert Llama2c To GGML
- Implementation:Microsoft Onnxruntime ORTModule Wrap
- Implementation:Webdriverio Webdriverio Config Constants
- Implementation:BerriAI Litellm Cache Endpoints
Heuristics
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
Environments
- Environment:Apache Airflow Python Runtime Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Interpretml Interpret Native Libebm Environment