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:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Openai Openai node Fine Tuning
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Pyro ppl Pyro MCMC Inference
Principles
- Principle:Sdv dev SDV Documentation Build Configuration
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:Webdriverio Webdriverio W3C WebDriver Bidi Specification
- Principle:Arize ai Phoenix Evaluation Data Preparation
- Principle:Huggingface Datatrove Regex Filtering
- Principle:Dotnet Machinelearning Latent Dirichlet Allocation
- Principle:OpenHands OpenHands Progress Notification
- Principle:Wandb Weave Distribution Build
- Principle:OpenGVLab InternVL Layer Wise LR Decay
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Optimizer State Quantization
Implementations
- Implementation:Haosulab ManiSkill SO100
- Implementation:Hiyouga LLaMA Factory V1 NPU RMSNorm
- Implementation:OpenGVLab InternVL GPT Review Visual Evaluation
- Implementation:Datahub project Datahub DataHubClientV2 Builder
- Implementation:FlowiseAI Flowise CredentialFormInputHandler
- Implementation:DevExpress Testcafe Gulpfile
- Implementation:Deepspeedai DeepSpeed Evoformer Epilogue Pipelined
- Implementation:Openclaw Openclaw RunCli
- Implementation:Mlflow Mlflow Log Artifact
- Implementation:AUTOMATIC1111 Stable diffusion webui LearnRateScheduler
Heuristics
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
Environments
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Apache Spark Kubernetes Runtime
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Mlc ai Mlc llm OpenCL Android Environment