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:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:MarketSquare Robotframework browser Plugin Development
Principles
- Principle:Norrrrrrr lyn WAInjectBench Image Dataset Format
- Principle:Cleanlab Cleanlab Sklearn Compatible PyTorch Classifier
- Principle:Mlflow Mlflow Prompt Loading and Formatting
- Principle:Datahub project Datahub Emitter Instantiation
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Image
- Principle:Turboderp org Exllamav2 Multimodal Prompt Encoding
- Principle:Huggingface Optimum GPTQ Model Conversion
- Principle:Vllm project Vllm OpenAI Client Integration
- Principle:Rapidsai Cuml Dimensionality Reduction Algorithm Selection
- Principle:Apache Paimon Predicate and Projection Filtering
Implementations
- Implementation:Nautechsystems Nautilus trader LiveExecutionEngine Init
- Implementation:NVIDIA TransformerEngine Float8CurrentScaling Recipe
- Implementation:Arize ai Phoenix LLM Base Types
- Implementation:Rapidsai Cuml Ranking Metrics
- Implementation:Kornia Kornia CLAHE
- Implementation:PrefectHQ Prefect Hello World Example
- Implementation:Apache Paimon CatalogException
- Implementation:Langchain ai Langchain AzureOpenAI LLM
- Implementation:Ggml org Ggml Cpu vec ops
- Implementation:Neuml Txtai REST API Endpoints
Heuristics
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
Environments
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Vllm project Vllm Intel XPU
- Environment:Tensorflow Serving Python Client Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Kserve Kserve Cert Manager
- Environment:Open compass VLMEvalKit Python Runtime Environment