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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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|---|---|---|
| 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:Dagster io Dagster DSPy Optimization
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Sdv dev SDV Multi table synthesis
Principles
- Principle:Roboflow Rf detr Model Deployment
- Principle:Alibaba ROLL Segment Masked Policy Optimization
- Principle:Spcl Graph of thoughts Thought Improvement
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:FlowiseAI Flowise Application Layout
- Principle:Isaac sim IsaacGymEnvs Checkpoint Location
- Principle:Volcengine Verl VLM Model Configuration
- Principle:Datahub project Datahub CLI Package Installation
- Principle:Vespa engine Vespa Version Preparation
- Principle:Huggingface Transformers CI Test Data Caching
Implementations
- Implementation:Apache Paimon TokenLoader
- Implementation:Ollama Ollama MLXRunner Array
- Implementation:SeldonIO Seldon core Seldon Model Load For Pipeline
- Implementation:Explodinggradients Ragas LiteLLMEmbeddings Class
- Implementation:Mlc ai Mlc llm ConvTemplate Header
- Implementation:NVIDIA NeMo Curator JusText Extractor
- Implementation:Iterative Dvc Utils Table
- Implementation:Tensorflow Serving target h
- Implementation:Datajuicer Data juicer AudioAddGaussianNoiseMapper
- Implementation:Tensorflow Tfjs Core Layers Test
Heuristics
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
Environments
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Pyro ppl Pyro Python PyTorch Core