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:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
Principles
- Principle:Cypress io Cypress Test Suite Execution
- Principle:Heibaiying BigData Notes Spark Session Creation
- Principle:Sail sg LongSpec GLIDE Model Initialization
- Principle:Deepspeedai DeepSpeed Accelerator Abstraction
- Principle:Apache Shardingsphere Event Listener Filtering
- Principle:Run llama Llama index Batch Evaluation Setup
- Principle:Huggingface Optimum Pipeline Inference Execution
- Principle:Ggml org Llama cpp Runtime LoRA Application
- Principle:EvolvingLMMs Lab Lmms eval Metric Aggregation
- Principle:Googleapis Python genai Content Preparation
Implementations
- Implementation:LMCache LMCache Load Engine Config With Overrides
- Implementation:Mistralai Client python Azure ChatCompletionRequest
- Implementation:Ucbepic Docetl Dataset Theme Evolution
- Implementation:Kserve Kserve InferenceService CRD Spec
- Implementation:Langchain ai Langgraph Add Messages
- Implementation:Openai Openai python Image Edit Partial Event
- Implementation:Hpcaitech ColossalAI ExperienceMakerHolder
- Implementation:FlagOpen FlagEmbedding Sentence Pair Construction
- Implementation:LLMBook zh LLMBook zh github io Trainer Train SFT
- Implementation:Openai Openai python Shared Compound Filter
Heuristics
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Mistralai Client python Resource Context Manager
Environments
- Environment:Spotify Luigi Apache Spark
- Environment:Lance format Lance Python Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Tensorflow Tfjs Python Converter
- Environment:Apache Kafka Docker Build Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Pola rs Polars Cloud Storage Environment