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 Peft DreamBooth LoRA Diffusion
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Wandb Weave Tracing Setup
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Interpretml Interpret Blackbox Model Explanation
Principles
- Principle:ChenghaoMou Text dedup LSH Banding And Clustering
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:Bentoml BentoML Service Dependency Injection
- Principle:Kornia Kornia Descriptor Matching
- Principle:Ggml org Ggml Remote Procedure Call Computation
- Principle:Webdriverio Webdriverio Driver Management
- Principle:Huggingface Diffusers Memory Optimization
- Principle:TobikoData Sqlmesh Project Configuration
- Principle:Iterative Dvc Experiment Apply Or Discard
- Principle:Teamcapybara Capybara Node Filtering
Implementations
- Implementation:Microsoft Semantic kernel MessagesPlugin OpenAPI
- Implementation:Spotify Luigi AzureBlobTarget
- Implementation:Mlc ai Mlc llm Param Mapping
- Implementation:Farama Foundation Gymnasium PendulumFunctional
- Implementation:Run llama Llama index BaseObjectNodeMapping
- Implementation:ArroyoSystems Arroyo Nexmark Operator
- Implementation:Avhz RustQuant Cashflow
- Implementation:Lucidrains X transformers UniversalPretrainWrapper
- Implementation:Iterative Dvc Repo Update
- Implementation:AUTOMATIC1111 Stable diffusion webui Settings JS
Heuristics
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
Environments
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Alibaba ROLL Python Runtime Environment