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:Apache Spark Building and Testing
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
Principles
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:LaurentMazare Tch rs Feature Extraction
- Principle:Arize ai Phoenix Span Annotation
- Principle:Ray project Ray Actor Method Invocation
- Principle:OpenRLHF OpenRLHF Rule Based Reward Functions
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:Kserve Kserve Multi Model Shared Service
- Principle:Mlflow Mlflow Protobuf Code Generation
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Datahub project Datahub Client Resource Cleanup
Implementations
- Implementation:Openai Openai python Batch Usage Model
- Implementation:Langgenius Dify Next Config
- Implementation:Apache Airflow OtelTrace
- Implementation:Spotify Luigi FTPTarget
- Implementation:NVIDIA TransformerEngine TE DotProductAttention
- Implementation:Avhz RustQuant BarrierOption
- Implementation:OpenHands OpenHands JiraIntegrationStore
- Implementation:Mlc ai Mlc llm Fuse Transpose Matmul
- Implementation:Kserve Kserve DeepSeek R1 PD DeepEP HT Sample
- Implementation:Speechbrain Speechbrain Prepare Voicebank Revb
Heuristics
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Princeton nlp SimPO Dropout Disabling
Environments
- Environment:Vllm project Vllm Buildkite
- Environment:Datahub project Datahub Python Ingestion
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Huggingface Diffusers Quantization Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Tensorflow Serving Python Client Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:VainF Torch Pruning YOLO Pruning Dependencies