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:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Langchain ai Langchain Release Process
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
Principles
- Principle:ARISE Initiative Robosuite MJCF Model Hierarchy
- Principle:SqueezeAILab ETS Answer Extraction
- Principle:Togethercomputer Together python LLM Evaluation
- Principle:Vllm project Vllm Multimodal Output Processing
- Principle:Googleapis Python genai Image Generation
- Principle:Pola rs Polars Horizontal Fold Operations
- Principle:ClickHouse ClickHouse Server Process Management
- Principle:Treeverse LakeFS API Authentication Specification
- Principle:Huggingface Optimum Transformation Composition
- Principle:Iterative Dvc Experiment Result Capture
Implementations
- Implementation:Microsoft Semantic kernel Collection UpsertAsync
- Implementation:CARLA simulator Carla Python Weather Bindings
- Implementation:EvolvingLMMs Lab Lmms eval WildVision Bench Evaluation Utils
- Implementation:Getgauge Taiko Element Base
- Implementation:ArroyoSystems Arroyo Radio Group
- Implementation:Kornia Kornia PSNR Metric
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Search Encoded Docs
- Implementation:Openai Openai agents python Translate Docs
- Implementation:Google deepmind Mujoco User API Header
- Implementation:Datajuicer Data juicer QuerySentimentDetectionMapper
Heuristics
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:CarperAI Trlx PEFT LoRA Integration
Environments
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Unstructured IO Unstructured All Docs
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Trailofbits Fickling PyTorch
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Huggingface Trl Quantization Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Google deepmind Dm control EGL Headless Rendering