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:Langgenius Dify Knowledge Base Management
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Dagster io Dagster LLM Fine Tuning
Principles
- Principle:Scikit learn contrib Imbalanced learn Balanced Bagging
- Principle:Helicone Helicone Response Parsing
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:Ggml org Ggml VirtGPU Remoting
- Principle:Apache Dolphinscheduler Node Failure Detection
- Principle:Sdv dev SDV Cardinality Analysis
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
- Principle:Apache Airflow Security Review Planning
- Principle:Microsoft Agent framework Edge Condition Pattern
- Principle:ClickHouse ClickHouse Code Coverage Collection
Implementations
- Implementation:Cleanlab Cleanlab Spurious Correlation Detection
- Implementation:FlowiseAI Flowise FollowUpPrompts
- Implementation:Apache Paimon SplitGenerator
- Implementation:Allenai Open instruct Human Eval App
- Implementation:Interpretml Interpret RmseLogLinkRegressionObjective
- Implementation:Microsoft DeepSpeedExamples Bert Tokenization
- Implementation:BerriAI Litellm Email Alert Endpoints
- Implementation:Huggingface Datasets Nifti
- Implementation:NVIDIA NeMo Aligner Train SDXL DRaFTP
- Implementation:NVIDIA NeMo Curator DocumentModifier
Heuristics
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
Environments
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Openai Whisper Triton
- Environment:Alibaba MNN CPU Build Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Langchain ai Langchain LangSmith Tracing Config