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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:Pytorch Serve Model Deployment
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
Principles
- Principle:Ggml org Llama cpp Embedding Normalization
- Principle:Lance format Lance Vector Search Filtering
- Principle:TobikoData Sqlmesh Virtual Layer Update
- Principle:Webdriverio Webdriverio Performance Instrumentation
- Principle:DataTalksClub Data engineering zoomcamp Dbt Source Declaration
- Principle:Ggml org Llama cpp Tool Calling
- Principle:Datahub project Datahub Automatic Lineage Emission
- Principle:Apache Airflow Production Hardening
- Principle:OpenGVLab InternVL Vision Language Model Loading
- Principle:NVIDIA NeMo Curator Video Ingestion
Implementations
- Implementation:OpenRLHF OpenRLHF DPOTrainer
- Implementation:Marker Inc Korea AutoRAG Select Best
- Implementation:CARLA simulator Carla VehiclePIDController Run Step
- Implementation:Puppeteer Puppeteer GetConfiguration
- Implementation:Speechbrain Speechbrain Compute WER Tool
- Implementation:Risingwavelabs Risingwave OpensearchRestHighLevelClientAdapter
- Implementation:Cypress io Cypress RewriteJs
- Implementation:InternLM Lmdeploy Barrier
- Implementation:Microsoft Onnxruntime OnnxSparseTensor
- Implementation:Scikit learn Scikit learn Make Column Selector
Heuristics
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
Environments
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Neuml Txtai Python Core Dependencies
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Apache Spark JDK Build Environment
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Langfuse Langfuse S3 Compatible Storage