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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:DevExpress Testcafe Basic Test Authoring
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Openai Whisper Language Detection And Decoding
Principles
- Principle:Online ml River Incremental KMeans Clustering
- Principle:TobikoData Sqlmesh Macro And Jinja Translation
- Principle:Ucbepic Docetl LLM Powered Document Ranking
- Principle:Tensorflow Tfjs Spatial Padding
- Principle:Openai Openai agents python Handoff Configuration
- Principle:Zai org CogVideo Video Export
- Principle:Cypress io Cypress Package Publishing
- Principle:Bitsandbytes foundation Bitsandbytes Columnwise INT8 Quantization
- Principle:AUTOMATIC1111 Stable diffusion webui Checkpoint model selection
- Principle:Volcengine Verl RLHF Data Preparation
Implementations
- Implementation:NVIDIA TransformerEngine Ops Activation
- Implementation:Alibaba MNN FlatBuffers IDL Gen Text
- Implementation:Astronomer Astronomer cosmos Aws Eks Operators
- Implementation:Lance format Lance CoreEncoder
- Implementation:Kubeflow Pipelines Helm Pipeline Template
- Implementation:Ray project Ray PyTorch Hyperparameter Tuning Tutorial
- Implementation:Diagram of thought Diagram of thought Summarizer Validated Node Synthesis
- Implementation:FlowiseAI Flowise AddEditDatasetRowDialog
- Implementation:Risingwavelabs Risingwave JdbcUtils
- Implementation:Kornia Kornia Raw Bayer Conversion
Heuristics
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
Environments
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Apache Airflow Database Backend Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Openai Evals Python Runtime
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure