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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:Huggingface Datasets Hub Publishing
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Openai Evals Running an eval set
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Bentoml BentoML BentoCloud Deployment
Principles
- Principle:Onnx Onnx Output Dimension Expansion
- Principle:Kubeflow Pipelines Parquet Model Training
- Principle:Cypress io Cypress Code Signing
- Principle:Unstructured IO Unstructured Chunk Size Configuration
- Principle:Speechbrain Speechbrain Enhancement Architecture Selection
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:Mbzuai oryx Awesome LLM Post training Multi Sheet Excel Export
- Principle:Vespa engine Vespa Tokenization
- Principle:Openclaw Openclaw Verification And Dashboard
- Principle:SqueezeAILab ETS Score Aggregation
Implementations
- Implementation:Ggml org Llama cpp Convert PT To HF
- Implementation:CARLA simulator Carla InvertedAI Traffic Example
- Implementation:Promptfoo Promptfoo resolveConfigs
- Implementation:Huggingface Trl GRPO Reward Functions
- Implementation:Openai Openai python Response Text Config Param
- Implementation:Avhz RustQuant EuropeanVanillaOption new
- Implementation:Ggml org Llama cpp Debug Example
- Implementation:ContextualAI HALOs Summarize Metrics
- Implementation:Lance format Lance Java IndexDescription
- Implementation:Infiniflow Ragflow ChildrenDelimiterForm Component
Heuristics
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
Environments
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Sgl project Sglang Prometheus
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:FlowiseAI Flowise Database Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Pytorch Serve vLLM Engine Environment