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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 node Realtime Conversation
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Mage ai Mage ai Building a New Destination Connector
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:CrewAIInc CrewAI Crew Training And Testing
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
Principles
- Principle:Huggingface Trl PPO Prompt Dataset Preparation
- Principle:Lance format Lance Hybrid Search Composition
- Principle:PacktPublishing LLM Engineers Handbook Self Query Metadata Extraction
- Principle:Avhz RustQuant Fast Fourier Transform
- Principle:Treeverse LakeFS S3 Gateway Configuration
- Principle:ARISE Initiative Robosuite Arena Design
- Principle:Arize ai Phoenix Span Annotation
- Principle:Googleapis Python genai Tool Configuration
- Principle:AnswerDotAI RAGatouille Model Export
- Principle:Facebookresearch Audiocraft Audio Watermark Training
Implementations
- Implementation:Webdriverio Webdriverio ModuleHookTracker Class
- Implementation:Neuml Txtai Explain
- Implementation:Spotify Luigi CopyToTable Run
- Implementation:Mage ai Mage ai Dremio Source
- Implementation:FlowiseAI Flowise AddEditVariableDialog
- Implementation:Apache Shardingsphere ShadowAlgorithm SPI
- Implementation:Getgauge Taiko Color Element
- Implementation:Apache Paimon PaimonVirtualFileSystem
- Implementation:FlowiseAI Flowise PublicExecutionDetails
- Implementation:ArroyoSystems Arroyo Running State
Heuristics
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
Environments
- Environment:Openai Openai python Voice Helpers
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Lance format Lance Rust Toolchain
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Apache Airflow Kubernetes Helm Environment