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:Zai org CogVideo Video Captioning
- Workflow:Apache Kafka Broker Startup
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
Principles
- Principle:Apache Flink Request Buffering
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:FlagOpen FlagEmbedding Multi Retrieval Training
- Principle:Apache Kafka Broker Logging Configuration
- Principle:Marker Inc Korea AutoRAG Deployment Mode Selection
- Principle:Princeton nlp Tree of thought llm Usage Tracking
- Principle:Hpcaitech ColossalAI Tokenizer Vocabulary Expansion
- Principle:Apache Flink Async Sink Framework
- Principle:LMCache LMCache Prefiller Instance Launch
- Principle:Google deepmind Dm control Interactive Visualization
Implementations
- Implementation:Mlc ai Mlc llm Serve Data Header
- Implementation:Lance format Lance Dataset Add Columns For Vectors
- Implementation:Alibaba MNN OpenCL CL Ext Header
- Implementation:Alibaba MNN CMake Build Diffusion
- Implementation:Helicone Helicone Tailwind Config
- Implementation:Apache Airflow Provider Metadata Registry
- Implementation:Apache Paimon TableRead To Arrow
- Implementation:Kornia Kornia Raw Bayer Conversion
- Implementation:Zai org CogVideo SAT Requirements Install
- Implementation:Mage ai Mage ai Destination Export Batch Data
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Langfuse Langfuse Eval Loop Prevention
Environments
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Intel Ipex llm Windows Environment