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:Openai Openai agents python Basic Agent Execution
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Protectai Modelscan Programmatic Model Scanning
Principles
- Principle:Google deepmind Mujoco Collision Detection
- Principle:FMInference FlexLLMGen NVMe Disk Setup
- Principle:Scikit learn contrib Imbalanced learn Easy Ensemble
- Principle:Fastai Fastbook Data Collection
- Principle:PacktPublishing LLM Engineers Handbook AWS IAM Role Provisioning
- Principle:Alibaba MNN Operator Fusion Codegen
- Principle:Microsoft Onnxruntime PyTorch Model Export
- Principle:Openclaw Openclaw Message Ingestion
- Principle:Spotify Luigi HPC Batch Execution
- Principle:Openai Openai python Fine Tuning Job Creation
Implementations
- Implementation:Arize ai Phoenix Contextvars Async Demo
- Implementation:Microsoft Playwright NetworkUtils
- Implementation:Online ml River Reco Baseline
- Implementation:Risingwavelabs Risingwave DebeziumOpenLineageEmitter
- Implementation:InternLM Lmdeploy Gemm IteratorSm80
- Implementation:FlowiseAI Flowise GetVectorStoreProviders
- Implementation:Ggml org Ggml Sycl dequantize
- Implementation:Evidentlyai Evidently Recsys Preset
- Implementation:CrewAIInc CrewAI Tool Decorator And Classes
- Implementation:Heibaiying BigData Notes AppendRegionObserver PrePut
Heuristics
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
Environments
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Snorkel team Snorkel PyTorch
- Environment:Apache Kafka Gradle Build Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Huggingface Datatrove Python Runtime
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Mlc ai Mlc llm CUDA GPU Environment