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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:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
Principles
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:Fastai Fastbook Distance Classification
- Principle:Microsoft Semantic kernel Agent Process Integration
- Principle:Langgenius Dify App Monitoring
- Principle:Huggingface Diffusers Test Suite Generation
- Principle:Apache Dolphinscheduler Cluster Health Monitoring
- Principle:Microsoft LoRA HF Trainer LoRA Training
- Principle:VainF Torch Pruning LLM Perplexity Evaluation
- Principle:Openai Openai agents python Approval Processing
- Principle:Apache Beam Pipeline Translation Twister2
Implementations
- Implementation:Alibaba ROLL DPO ActorWorker Compute Log Probs
- Implementation:Webdriverio Webdriverio WebDriver Utils
- Implementation:ArroyoSystems Arroyo Redis Lookup
- Implementation:Treeverse LakeFS Java SDK ExternalApi
- Implementation:NVIDIA TransformerEngine Fp8Padding
- Implementation:Google deepmind Dm control MJCF Attach
- Implementation:Lance format Lance FullZipCompressor
- Implementation:Mlc ai Mlc llm Tokenizer
- Implementation:Huggingface Transformers Pipeline Preprocess
- Implementation:CARLA simulator Carla Show Crosswalks Tool
Heuristics
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
Environments
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Apache Kafka JVM Runtime Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Kserve Kserve GPU Accelerator
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment