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:Sdv dev SDV Data quality evaluation
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Mistralai Client python Text Embeddings
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Pola rs Polars Time Series Analysis
Principles
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:OpenHands OpenHands Webhook Reception
- Principle:Kubeflow Pipelines Recursive Sub Pipelines
- Principle:EvolvingLMMs Lab Lmms eval Result Gathering
- Principle:Haosulab ManiSkill Real Robot Deployment
- Principle:VainF Torch Pruning Model Complexity Profiling
- Principle:Deepset ai Haystack Chat Prompt Templating
- Principle:Snorkel team Snorkel Labeling Function Definition
- Principle:TobikoData Sqlmesh Environment Invalidation And Cleanup
- Principle:ARISE Initiative Robosuite Interactive Tuning Tools
Implementations
- Implementation:Tensorflow Serving Any Ptr
- Implementation:Spotify Luigi RangeTask
- Implementation:Google deepmind Dm control Suite Wrappers
- Implementation:Astronomer Astronomer cosmos Telemetry
- Implementation:LMCache LMCache Basic Check
- Implementation:Vllm project Vllm CPU Torch Bindings
- Implementation:MaterializeInc Materialize Cargo Workspace Config
- Implementation:Vllm project Vllm CPU Attn Impl
- Implementation:Ggml org Ggml Cpu unary ops
- Implementation:Mistralai Client python ToolCall Model
Heuristics
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
Environments
- Environment:Ray project Ray Docker GPU Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Spotify Luigi Apache Spark
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Bigscience workshop Petals Python Hivemind