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:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Obss Sahi COCO Evaluation
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
Principles
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Huggingface Datatrove Bloom Filter Deduplication
- Principle:Lucidrains X transformers Variational Latent Language Modeling
- Principle:Infiniflow Ragflow Agent Deployment
- Principle:Axolotl ai cloud Axolotl Vision Language Model Loading
- Principle:Google deepmind Dm control Manipulation Environment Loading
- Principle:Apache Spark Dependency Bundling
- Principle:Treeverse LakeFS Action Script Upload
- Principle:ChenghaoMou Text dedup Duplicate Removal And Output
- Principle:Mlc ai Mlc llm Prefill Decode Disaggregation
Implementations
- Implementation:FlowiseAI Flowise SpeechToText
- Implementation:Evidentlyai Evidently Legacy RegExp Feature
- Implementation:Infiniflow Ragflow Agent Utils
- Implementation:OpenGVLab InternVL LLaVA Custom Training Script
- Implementation:PrefectHQ Prefect Prefect Yaml Schema
- Implementation:Webdriverio Webdriverio InsightsHandler Class
- Implementation:Haosulab ManiSkill Convert To LeRobot CLI
- Implementation:Ollama Ollama KVCache Wrapper
- Implementation:Recommenders team Recommenders DKN Model
- Implementation:Openai Openai python Custom Tool Model
Heuristics
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
Environments
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Sgl project Sglang Prometheus
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Arize ai Phoenix OpenTelemetry SDK