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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:Deepset ai Haystack RAG Pipeline
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Openai Openai python Image Generation
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
Principles
- Principle:Iterative Dvc Data Structure Utilities
- Principle:Turboderp org Exllamav2 Dataset Loading
- Principle:ClickHouse ClickHouse WebSocket Communication
- Principle:Apache Shardingsphere Event Listener Filtering
- Principle:Onnx Onnx Shape Inference
- Principle:FlowiseAI Flowise User Profile Management
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:Cohere ai Cohere python Finetuned Model Creation
- Principle:Mlc ai Mlc llm Synchronous Engine Initialization
- Principle:Cohere ai Cohere python Text Embedding
Implementations
- Implementation:Puppeteer Puppeteer PSelectorParser
- Implementation:Onnx Onnx OpSchema Class
- Implementation:DataTalksClub Data engineering zoomcamp Pandas Dtype Configuration
- Implementation:Speechbrain Speechbrain Prepare AMI
- Implementation:Apache Paimon TableRead To Pandas Verification
- Implementation:Tensorflow Tfjs Normalization Test
- Implementation:Langgenius Dify Theme Var Define
- Implementation:Google deepmind Mujoco Engine Derivative
- Implementation:Apache Hudi Build Docker Images Script
- Implementation:NVIDIA NeMo Curator ShuffleAdapter
Heuristics
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Eric mitchell Direct preference optimization Disable Sampling During Eval
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
Environments
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation