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:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Huggingface Diffusers Model Quantization
Principles
- Principle:Apache Beam Work Item Processing
- Principle:Helicone Helicone Secret Rotation
- Principle:Risingwavelabs Risingwave CDC Snapshot Verification
- Principle:SeldonIO Seldon core Experiment Execution
- Principle:Lucidrains X transformers Segment Level Recurrence
- Principle:Spotify Luigi Spark Configuration
- Principle:Langfuse Langfuse S3 Payload Upload
- Principle:Huggingface Datatrove Regex Filtering
- Principle:Liu00222 Open Prompt Injection Model Query Interface
- Principle:BerriAI Litellm API Dispatch
Implementations
- Implementation:Datajuicer Data juicer Quality Classifier Train
- Implementation:Microsoft Playwright SelectorParser
- Implementation:Ollama Ollama Llama Batch Types
- Implementation:Openai Whisper Log Mel Spectrogram
- Implementation:Microsoft Playwright AndroidDispatcher
- Implementation:Open compass VLMEvalKit BaseAPI
- Implementation:CARLA simulator Carla Python Weather Bindings
- Implementation:Eric mitchell Direct preference optimization Tokenize Batch Element
- Implementation:Open compass VLMEvalKit DREAM
- Implementation:Google deepmind Dm control Composer Arena
Heuristics
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
Environments
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime