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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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| 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:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Vllm project Vllm Vision Language Inference
Principles
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:Openai Evals Human In The Loop Evaluation
- Principle:Infiniflow Ragflow Application Embedding
- Principle:Facebookresearch Habitat lab Component Class Definition
- Principle:Webdriverio Webdriverio Test Infrastructure
- Principle:Huggingface Transformers LoRA Configuration
- Principle:Speechbrain Speechbrain Transformer ASR Training
- Principle:Ollama Ollama GGUF Model Conversion MLLama
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:Pyro ppl Pyro JIT Compilation
Implementations
- Implementation:Webdriverio Webdriverio FetchMock
- Implementation:Predibase Lorax BGMV Expand Kernel
- Implementation:Huggingface Datasets Features
- Implementation:Puppeteer Puppeteer HttpUtil
- Implementation:Apache Paimon DataEvolutionSplitGenerator
- Implementation:Lance format Lance PrimitiveEncoding
- Implementation:Datajuicer Data juicer ImageRemoveBackgroundMapper
- Implementation:Explodinggradients Ragas InMemoryBackend Class
- Implementation:FlowiseAI Flowise WorkspaceView
- Implementation:OWASP Www project top 10 for large language model applications GitHubActionChecker Check File
Heuristics
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Getgauge Taiko Element Actionability Checks
Environments
- Environment:Allenai Open instruct Docker Container
- Environment:Apache Flink Java Build Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment