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:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
Principles
- Principle:ARISE Initiative Robomimic Dataset Download
- Principle:Microsoft Agent framework Tool Approval Configuration
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:SeldonIO Seldon core Usage Metrics Data Model
- Principle:Marker Inc Korea AutoRAG Pipeline Runner Initialization
- Principle:PacktPublishing LLM Engineers Handbook Data Warehouse Query
- Principle:Helicone Helicone Prerequisites Installation
- Principle:Evidentlyai Evidently Classification Quality Evaluation
- Principle:Explodinggradients Ragas Genetic Prompt Optimization
- Principle:NVIDIA NeMo Curator Text Cleaning and Normalization
Implementations
- Implementation:Online ml River Multioutput Chain
- Implementation:Scikit learn Scikit learn MLPClassifier
- Implementation:Open compass VLMEvalKit Supported Video Datasets
- Implementation:Nightwatchjs Nightwatch Nightwatch Options Type Definitions
- Implementation:Ollama Ollama Server Aliases
- Implementation:Unslothai Unsloth FastLanguageModel From Pretrained Vllm
- Implementation:Langgenius Dify Provider Context
- Implementation:Treeverse LakeFS Java SDK Model HookRunList
- Implementation:Ggml org Ggml Weight extraction pattern
- Implementation:Hiyouga LLaMA Factory Unsloth Integration
Heuristics
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
Environments
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Iterative Dvc Git SCM Environment
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Kserve Kserve GPU Accelerator