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:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Huggingface Diffusers Text to Image Inference
Principles
- Principle:Openai Evals Eval Resolution
- Principle:Online ml River Drift Retraining
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:HKUDS AI Trader Web Search Integration
- Principle:Sail sg LongSpec Evaluation Callback Pipeline
- Principle:Kornia Kornia Edge Postprocessing
- Principle:Protectai Llm guard Observability Instrumentation
- Principle:Huggingface Optimum Framework Detection
- Principle:ClickHouse ClickHouse Third Party Dependency Management
- Principle:Mlc ai Web llm RAG Pipeline
Implementations
- Implementation:Bentoml BentoML Gradio Mount
- Implementation:Mage ai Mage ai Destination Process
- Implementation:Huggingface Trl TrlParser SFTConfig
- Implementation:Online ml River Optim Newton
- Implementation:Allenai Open instruct AutoModelForSequenceClassification From Pretrained
- Implementation:Cohere ai Cohere python ApiMetaBilledUnits Model
- Implementation:Langgenius Dify UseTriggers
- Implementation:Tensorflow Serving Resnet K8s Manifest
- Implementation:PacktPublishing LLM Engineers Handbook Reranker Generate
- Implementation:Hpcaitech ColossalAI Zero Bubble GRPOConsumer
Heuristics
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
Environments
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:LMCache LMCache Python Runtime
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Mage ai Mage ai Python 3 9 Runtime