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:Avhz RustQuant Analytic Option Pricing
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:TobikoData Sqlmesh Dbt project migration
Principles
- Principle:Apache Paimon Schema Alignment
- Principle:Kubeflow Kubeflow Component Deployment
- Principle:Evidentlyai Evidently Report Execution
- Principle:Speechbrain Speechbrain WER CER Evaluation For Whisper
- Principle:Ggml org Llama cpp CLI Configuration
- Principle:Scikit learn contrib Imbalanced learn Sphinx Documentation Configuration
- Principle:Alibaba ROLL Verifiable Reward Computation
- Principle:OpenRLHF OpenRLHF Distributed Strategy Configuration
- Principle:Tensorflow Tfjs Model Evaluation
- Principle:Marker Inc Korea AutoRAG Corpus Sampling
Implementations
- Implementation:Huggingface Transformers DCP Save
- Implementation:Ggml org Llama cpp Perplexity Evaluation
- Implementation:Astronomer Astronomer cosmos DbtDag Init
- Implementation:Duckdb Duckdb Mbedtls ASN1
- Implementation:NVIDIA DALI Fn Readers File
- Implementation:Eventual Inc Daft DataFrame Describe
- Implementation:Online ml River Tree Splitter Random
- Implementation:ThreeSR Awesome Inference Time Scaling Format Paper Info Function
- Implementation:Apache Beam Pipeline Create
- Implementation:Mlc ai Mlc llm Fuse Dequantize Transpose
Heuristics
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
Environments
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Triton inference server Server Docker Container Build
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Ollama Ollama Go Runtime