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Total Pages
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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Browse by Category
| 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:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Huggingface Trl GRPO Training
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
Principles
- Principle:Volcengine Verl RLHF Data Preparation
- Principle:Sktime Pytorch forecasting Reversible Instance Normalization
- Principle:Huggingface Transformers LoRA Configuration
- Principle:Online ml River Cluster Evolution Monitoring
- Principle:Ggml org Llama cpp Response Generation
- Principle:Puppeteer Puppeteer Page Creation
- Principle:Haifengl Smile SQL Database Connection
- Principle:Google deepmind Mujoco Headless OpenGL Initialization
- Principle:Scikit learn Scikit learn Multiclass Multioutput
- Principle:Googleapis Python genai Chat Session Creation
Implementations
- Implementation:Datajuicer Data juicer RemoveWordsWithIncorrectSubstringsMapper
- Implementation:Open compass VLMEvalKit Use Custom Prompt
- Implementation:Ollama Ollama Agent Approval
- Implementation:ClickHouse ClickHouse Clickhouse Program Add Macro
- Implementation:OpenHands OpenHands DaytonaRuntime Connect
- Implementation:Infiniflow Ragflow GeneralForm Component
- Implementation:Elevenlabs Elevenlabs python AudioOutputMulti
- Implementation:Kornia Kornia Charbonnier Loss
- Implementation:Avhz RustQuant Brent Method
- Implementation:FlowiseAI Flowise DocumentStoreTable
Heuristics
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
Environments
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Intel Ipex llm Windows Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Ollama Ollama Go Runtime
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Triton inference server Server Docker Container Build
- Environment:Alibaba ROLL Ascend NPU Environment