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:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Lucidrains X transformers DPO Preference Alignment
Principles
- Principle:EvolvingLMMs Lab Lmms eval Environment Setup
- Principle:Huggingface Datatrove JSONL Data Writing
- Principle:Lm sys FastChat Conversation Content Filtering
- Principle:Duckdb Duckdb Source Amalgamation
- Principle:Farama Foundation Gymnasium Vector Rendering
- Principle:Dotnet Machinelearning Binary Model Evaluation
- Principle:SeleniumHQ Selenium Code Formatting Pipeline
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:Mlflow Mlflow Predict Function Definition
- Principle:Wandb Weave PyPI Publishing
Implementations
- Implementation:Haosulab ManiSkill PartNetChairMeta
- Implementation:Ollama Ollama Convert NomicBert
- Implementation:Facebookresearch Habitat lab RunningMeanAndVar
- Implementation:Scikit learn Scikit learn Pipeline Fit Predict
- Implementation:ClickHouse ClickHouse Poco HTTPDigestCredentials
- Implementation:Google deepmind Mujoco mju threadPoolCreate
- Implementation:Online ml River NaiveBayes BernoulliNB
- Implementation:Datahub project Datahub Actions CLI Run
- Implementation:Risingwavelabs Risingwave DynFields
- Implementation:Alibaba ROLL Merge LoRA Into State Dict
Heuristics
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
Environments
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Lakeraai Pint benchmark Python 310 With Transformers