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:Langchain ai Langchain Streaming Responses
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
Principles
- Principle:Onnx Onnx Model Building
- Principle:Apache Flink Bucket Assignment
- Principle:Alibaba ROLL MCoreAdapter Checkpoint Conversion
- Principle:Openai Openai node Realtime Session Configuration
- Principle:Scikit learn Scikit learn Ranking Metrics
- Principle:Iterative Dvc Version Management
- Principle:Pytorch Serve Model Archiving
- Principle:Allenai Open instruct Reward Model Evaluation
- Principle:Huggingface Transformers Distributed Process Initialization
- Principle:LLMBook zh LLMBook zh github io Checkpoint Saving
Implementations
- Implementation:Triton inference server Server Pip Install Tensorrt LLM
- Implementation:Diagram of thought Diagram of thought Role Block Editor
- Implementation:ArroyoSystems Arroyo Kafka Source
- Implementation:NVIDIA TransformerEngine Float8CurrentScaling Recipe
- Implementation:Spcl Graph of thoughts Aggregate Operation
- Implementation:Evidentlyai Evidently Legacy Metric Preset Base
- Implementation:ArroyoSystems Arroyo UDF CRUD
- Implementation:Huggingface Datatrove SymbolLinesFormatter
- Implementation:Ollama Ollama Imagegen Transfer Upload
- Implementation:Ollama Ollama Imagegen ZImage VAE
Heuristics
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Huggingface Datasets JAX Integration
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:InternLM Lmdeploy Build From Source