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:Ray project Ray Build and Release Pipeline
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Iterative Dvc Data Tracking
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
Principles
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:OpenGVLab InternVL Batch VQA Inference
- Principle:Huggingface Datatrove Line Level Statistics
- Principle:Huggingface Transformers Model Loading For Training
- Principle:OpenRLHF OpenRLHF Iterative DPO
- Principle:Mlflow Mlflow ML Framework Compatibility Management
- Principle:Apache Kafka Release Notes Generation
- Principle:ArroyoSystems Arroyo API Architecture
- Principle:Eventual Inc Daft Delta Lake Reading
- Principle:TA Lib Ta lib python Abstract Data Input
Implementations
- Implementation:Fede1024 Rust rdkafka AdminClient
- Implementation:Microsoft LoRA Legacy Run NER
- Implementation:Marker Inc Korea AutoRAG Generate QA Ragas
- Implementation:Intel Ipex llm Pipeline Parallel Serving
- Implementation:Langchain ai Langchain SparseEmbeddings
- Implementation:Scikit learn Scikit learn Isomap
- Implementation:Triton inference server Server Fill Template
- Implementation:Neuml Txtai AudioMixer
- Implementation:Interpretml Interpret Powerlift Executor
- Implementation:Datajuicer Data juicer ImageWatermarkFilter
Heuristics
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
Environments
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:BerriAI Litellm Docker Deployment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:PrefectHQ Prefect AI Integration Credentials