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:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
Principles
- Principle:Pola rs Polars Time Series Resampling
- Principle:Deepspeedai DeepSpeed CPU SIMD Optimizers
- Principle:Avhz RustQuant Curve Interpolation
- Principle:Apache Airflow Community Voting
- Principle:Langchain ai Langgraph Graph Compilation
- Principle:Scikit learn Scikit learn Search Results Analysis
- Principle:Truera Trulens Output Blocking Guardrail
- Principle:Apache Paimon Lance Column Projection
- Principle:Langgenius Dify Authentication Flow
- Principle:Apache Dolphinscheduler Connection Pool Management
Implementations
- Implementation:Astronomer Astronomer cosmos AthenaAccessKeyProfileMapping
- Implementation:Microsoft Playwright Client Worker
- Implementation:Datajuicer Data juicer VideoFramesTextSimilarityFilter
- Implementation:OpenGVLab InternVL M4C Evaluator
- Implementation:Duckdb Duckdb Mbedtls Hash
- Implementation:Run llama Llama index Eval Utils
- Implementation:Wandb Weave Auto Summarize
- Implementation:NVIDIA NeMo Curator ClipWriterStage
- Implementation:Apache Flink WritableSerializer
- Implementation:Bentoml BentoML Public API Module
Heuristics
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
Environments
- Environment:Langgenius Dify Vector Database Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Vllm project Vllm GitHub
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Turboderp org Exllamav2 Flash Attention Backend