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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:Openai Evals Creating a model graded eval
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Unstructured IO Unstructured Document Partitioning
Principles
- Principle:Haifengl Smile SQL Metadata Exploration
- Principle:Eventual Inc Daft Column Input Normalization
- Principle:ARISE Initiative Robosuite Spatial Transforms
- Principle:Duckdb Duckdb Brotli Compression
- Principle:Mlc ai Mlc llm Advanced Serving Features
- Principle:SqueezeAILab ETS Evaluation Reporting
- Principle:Allenai Open instruct Generation Benchmarking
- Principle:Treeverse LakeFS Retention Rule Configuration
- Principle:Iamhankai Forest of Thought Forest of Thought Orchestration
- Principle:Apache Spark SQL Documentation Generation
Implementations
- Implementation:Dagster io Dagster Asset Check Decorator
- Implementation:CrewAIInc CrewAI Browserbase Load Tool
- Implementation:Apache Kafka Docker Registry Push
- Implementation:SeleniumHQ Selenium HasCdp
- Implementation:Microsoft Playwright ImageChannel
- Implementation:Togethercomputer Together python Text Preprocessing Pattern
- Implementation:Treeverse LakeFS CreateBranch
- Implementation:Online ml River Stream Iter Sql
- Implementation:ClickHouse ClickHouse BFloat16
- Implementation:Bentoml BentoML SDK Validators
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
Environments
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Openai Whisper PyTorch CUDA
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Openai Whisper Triton
- Environment:Confident ai Deepeval LLM Provider Credentials