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:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Wandb Weave Tracing Setup
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
Principles
- Principle:Deepset ai Haystack Query Text Embedding
- Principle:Infiniflow Ragflow Search LLM Settings
- Principle:Vespa engine Vespa Tokenization
- Principle:Duckdb Duckdb Quantile Estimation
- Principle:Isaac sim IsaacGymEnvs Checkpoint Location
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
- Principle:Sdv dev SDV Column Pair Visualization
- Principle:Openai Openai python Image Generation
- Principle:Truera Trulens LangChain App Wrapping
- Principle:Shiyu coder Kronos Tokenizer Encoding
Implementations
- Implementation:Mlc ai Web llm Package Lock
- Implementation:Rapidsai Cuml FIL Postproc Ops
- Implementation:Ggml org Llama cpp Llama Adapter LoRA Init
- Implementation:Google deepmind Dm control Maze Covering
- Implementation:Bentoml BentoML Framework TorchScript
- Implementation:Interpretml Interpret ClassificationTree And RegressionTree
- Implementation:Hiyouga LLaMA Factory WebUI Top Component
- Implementation:Openai Openai python Response Output Item Type
- Implementation:Tensorflow Serving SavedModelBuilder Multi Version
- Implementation:Confident ai Deepeval Synthesizer Generate Goldens From Contexts
Heuristics
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
Environments
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Sgl project Sglang CPU
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Huggingface Datasets Audio Video Dependencies