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:Bigscience workshop Petals Server Contribution
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Confident ai Deepeval End to End LLM Evaluation
Principles
- Principle:Ollama Ollama Model Loading
- Principle:Microsoft Semantic kernel Agent Process Integration
- Principle:Volcengine Verl Trajectory Reward Shaping
- Principle:CARLA simulator Carla PID Vehicle Control
- Principle:Langchain ai Langchain Tool Execution
- Principle:SeleniumHQ Selenium Grid Server Building
- Principle:Togethercomputer Together python Batch Job Creation
- Principle:Lm sys FastChat Conversation Content Filtering
- Principle:PacktPublishing LLM Engineers Handbook User Resolution
- Principle:Online ml River Time Series Stream Loading
Implementations
- Implementation:Bentoml BentoML CLI Utils
- Implementation:Ollama Ollama Imagegen Tokenizer
- Implementation:FlowiseAI Flowise NodeOutputHandler
- Implementation:Langfuse Langfuse Seeder Data Generators
- Implementation:Cohere ai Cohere python JsonResponseFormat Model
- Implementation:Openai Openai node Zod String Parser
- Implementation:Datajuicer Data juicer FrequencySpecifiedFieldSelector
- Implementation:Online ml River Datasets MaliciousURL
- Implementation:Ggml org Llama cpp Model Loader Header
- Implementation:AUTOMATIC1111 Stable diffusion webui Decode latent batch
Heuristics
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
Environments
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment