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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:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Pytorch Serve Model Deployment
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Groq Groq python Streaming Chat Completion
Principles
- Principle:Haotian liu LLaVA Multimodal Response Generation
- Principle:Neuml Txtai YAML Application Configuration
- Principle:Ollama Ollama GGUF Model Conversion Llama4
- Principle:Tensorflow Tfjs Python Model Export
- Principle:Mistralai Client python GCP Chat And FIM
- Principle:Teamcapybara Capybara Expression Filtering
- Principle:Zai org CogVideo Memory Optimization
- Principle:Ollama Ollama Blob Transfer
- Principle:SeldonIO Seldon core Experiment Lifecycle Management
- Principle:Eventual Inc Daft AI Text Embedding
Implementations
- Implementation:Explodinggradients Ragas Collections ExampleMetric Class
- Implementation:Teamcapybara Capybara Driver Node Interface
- Implementation:Apache Druid ConnectExternalDataDialog
- Implementation:Apache Flink IndexLookupGeneratorFunction
- Implementation:Tensorflow Serving Fast Read Dynamic Ptr
- Implementation:Guardrails ai Guardrails Text2Sql
- Implementation:CrewAIInc CrewAI MySQL Search Tool
- Implementation:Ollama Ollama DownloadBlob
- Implementation:Recommenders team Recommenders ALSModel Transform
- Implementation:NVIDIA NeMo Curator BoilerPlateStringModifier
Heuristics
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
Environments
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Getgauge Taiko Node Runtime
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment