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:Cypress io Cypress Project Setup and Configuration
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
Principles
- Principle:Webdriverio Webdriverio BrowserStack Configuration
- Principle:Mlc ai Web llm Extension Client Engine
- Principle:Kserve Kserve Graph Component Deployment
- Principle:Isaac sim IsaacGymEnvs Task Selection and Configuration
- Principle:Pyro ppl Pyro Mean Field Variational Inference
- Principle:Duckdb Duckdb JSON Processing
- Principle:Togethercomputer Together python CLI Interface
- Principle:Kserve Kserve Pool Tuning
- Principle:Zai org CogVideo I2V Video Export
- Principle:Google deepmind Dm control Locomotion Visualization
Implementations
- Implementation:Datajuicer Data juicer StatsKeysConstant Registration
- Implementation:Cleanlab Cleanlab Datalab Find Issues
- Implementation:Teamcapybara Capybara RegexpDisassembler
- Implementation:Promptfoo Promptfoo Strategies Data Catalog
- Implementation:Duckdb Duckdb Duckdb Extension Load
- Implementation:Triton inference server Server GenQaTrtFormatModels
- Implementation:Hiyouga LLaMA Factory Misc Utils
- Implementation:SeleniumHQ Selenium GridRedisClient Configuration
- Implementation:Datajuicer Data juicer ReplaceContentMapper
- Implementation:Cohere ai Cohere python ToolV2Function Model
Heuristics
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
Environments
- Environment:Online ml River Build Toolchain
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime