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1,118
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:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Openai Evals Running an eval set
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Fastai Fastbook Tabular Modeling
Principles
- Principle:Apache Dolphinscheduler Workflow DAG Definition
- Principle:Huggingface Transformers Model Lifecycle Management
- Principle:DataTalksClub Data engineering zoomcamp Kafka Consumer Pattern
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:ClickHouse ClickHouse SIMD Character Search
- Principle:Groq Groq python Batch Input Preparation
- Principle:Webdriverio Webdriverio Appium Service Lifecycle
- Principle:Openai Openai python Image Result Processing
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Guardrails ai Guardrails DataGeneration
Implementations
- Implementation:Ucbepic Docetl PromptImprovementDialog
- Implementation:Helicone Helicone RequestWrapper Create
- Implementation:Ggml org Llama cpp LoRA Merge Ctx
- Implementation:Fastai Fastbook Tensor Data Pipeline
- Implementation:Ucbepic Docetl MarkdownCell
- Implementation:Ollama Ollama ParseTensors
- Implementation:Huggingface Alignment handbook Get Peft Config
- Implementation:Openai Openai python Response Stream Event
- Implementation:Facebookresearch Audiocraft Audio write
- Implementation:ARISE Initiative Robosuite Device Input2action
Heuristics
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
Environments
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Elevenlabs Elevenlabs python PyAudio