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:Openai Openai node Fine Tuning
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Bentoml BentoML Model Store Management
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
Principles
- Principle:NVIDIA NeMo Aligner RLHF Prompt Data Preparation
- Principle:Kserve Kserve Model Packaging
- Principle:Fastai Fastbook Fine Tuning
- Principle:Huggingface Datatrove Regex Filtering
- Principle:Mbzuai oryx Awesome LLM Post training Repository Publishing
- Principle:Predibase Lorax Chat Adapter Routing
- Principle:Huggingface Datatrove Tokenized Dataset Loading
- Principle:Farama Foundation Gymnasium Passive Environment Validation
- Principle:Run llama Llama index Training Data Validation
- Principle:Haifengl Smile Matrix Decomposition
Implementations
- Implementation:Online ml River Stream Iter Polars
- Implementation:Deepspeedai DeepSpeed MPS Accelerator
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval ICL
- Implementation:SeleniumHQ Selenium Keys
- Implementation:Microsoft Playwright ElementHandleDispatcher
- Implementation:Ray project Ray Azure Ray Template
- Implementation:Pyro ppl Pyro MultivariateStudentT
- Implementation:Lance format Lance Java RestAdapter
- Implementation:Openai Openai agents python RunContextWrapper
- Implementation:NVIDIA NeMo Curator XennaExecutor
Heuristics
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
Environments
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Microsoft BIPIA OpenAI API Environment