Main Page
27,667
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
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:Dagster io Dagster Dbt Integration
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
Principles
- Principle:Apache Kafka JIRA Issue Resolution
- Principle:Duckdb Duckdb Unicode Processing
- Principle:PacktPublishing LLM Engineers Handbook Vector Similarity Search
- Principle:DataTalksClub Data engineering zoomcamp Dlt Pipeline Execution
- Principle:LaurentMazare Tch rs Dataset Iteration
- Principle:Scikit learn Scikit learn Manifold Learning
- Principle:Tensorflow Serving JSON Response Serialization
- Principle:EvolvingLMMs Lab Lmms eval Request Padding
- Principle:Mlflow Mlflow Trace Destination Configuration
- Principle:Langgenius Dify Service Layer Architecture
Implementations
- Implementation:NVIDIA TransformerEngine Debug Log Tensor Stats
- Implementation:Mlc ai Mlc llm Generation Config
- Implementation:Microsoft Onnxruntime CUDA GradientControl
- Implementation:Vibrantlabsai Ragas QuotedSpans
- Implementation:Arize ai Phoenix Docs Site Config
- Implementation:Fede1024 Rust rdkafka StreamConsumer Recv
- Implementation:Ollama Ollama Llama Memory Recurrent Types
- Implementation:Open compass VLMEvalKit VGRPBench Aquarium
- Implementation:Huggingface Datasets Arrow Builder
- Implementation:DevExpress Testcafe FirefoxMarionetteClient
Heuristics
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Haifengl Smile BFGS Convergence Tuning
Environments
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Apache Spark Kubernetes Runtime
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Datahub project Datahub Python Ingestion