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:Pyro ppl Pyro VAE Training
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
Principles
- Principle:Kubeflow Kubeflow Tune Hyperparameters
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:Marker Inc Korea AutoRAG Best Config Extraction
- Principle:Nautechsystems Nautilus trader Catalog Data Querying
- Principle:Huggingface Optimum Benchmarking and Evaluation
- Principle:Apache Kafka MirrorMaker Invocation
- Principle:Onnx Onnx Reference Evaluation Init
- Principle:Guardrails ai Guardrails Observability Configuration
- Principle:Snorkel team Snorkel Probabilistic Label Generation
- Principle:Promptfoo Promptfoo Result Output
Implementations
- Implementation:Apache Kafka Connect Distributed Script
- Implementation:NVIDIA DALI C API V2 Pipeline Tests
- Implementation:Apache Dolphinscheduler FailoverCoordinator WorkerFailover
- Implementation:Google deepmind Dm control Mocap Prop
- Implementation:Eventual Inc Daft LazyImport
- Implementation:TobikoData Sqlmesh Editor Context
- Implementation:Ggml org Ggml Metal impl
- Implementation:Tensorflow Tfjs CPU Dilation2D Kernel
- Implementation:Scikit learn Scikit learn ShrunkCovariance
- Implementation:Ggml org Ggml Hexagon softmax ops
Heuristics
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
Environments
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Ggml org Ggml C Cpp Build Environment