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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 Openai python Audio Processing
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Openai Openai node Audio Processing
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Microsoft Agent framework Declarative Agent Definition
Principles
- Principle:FMInference FlexLLMGen Autotuning Experiment Scheduling
- Principle:Openclaw Openclaw CLI Bootstrap
- Principle:DistrictDataLabs Yellowbrick Feature Dropping Analysis
- Principle:Trailofbits Fickling Pickle Dataset Analysis
- Principle:Huggingface Datatrove JSONL Data Reading
- Principle:Langchain ai Langgraph Docker Image Building
- Principle:Openclaw Openclaw Version Update
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
- Principle:Risingwavelabs Risingwave Environment Configuration
- Principle:Huggingface Datasets Dataset From List Construction
Implementations
- Implementation:Marker Inc Korea AutoRAG Generate Simple QA Dataset
- Implementation:AUTOMATIC1111 Stable diffusion webui Module Method Patcher
- Implementation:Open compass VLMEvalKit MEGABench Answer Str Parse
- Implementation:Protectai Llm guard Output ReadingTime
- Implementation:Tensorflow Tfjs Wrapper Layers
- Implementation:Puppeteer Puppeteer Injected Util
- Implementation:Helicone Helicone FilterDefs
- Implementation:Openai Openai python Response Error Model
- Implementation:Mage ai Mage ai Google Ads Streams
- Implementation:Unstructured IO Unstructured Memray Partition
Heuristics
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Trailofbits Fickling Allowlist Maintenance
Environments
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Apache Airflow Docker Container Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Apache Druid Druid Cluster Api
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:FlowiseAI Flowise Database Environment
- Environment:Huggingface Datasets JAX Integration