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:Trailofbits Fickling Safe ML Model Loading
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:CrewAIInc CrewAI Crew Training And Testing
Principles
- Principle:Explodinggradients Ragas Framework Message Conversion
- Principle:Ollama Ollama GGUF Model Conversion Glm4MoeLite
- Principle:Deepspeedai DeepSpeed RLHF Checkpointing
- Principle:DevExpress Testcafe CI Dependency Installation
- Principle:Ggml org Llama cpp Multimodal Encoding And Generation
- Principle:LaurentMazare Tch rs Group Normalization
- Principle:Openclaw Openclaw Skill Loading
- Principle:Openai Evals Environment Setup
- Principle:Ggml org Llama cpp ModelConversion
- Principle:Heibaiying BigData Notes Spark Data Writing
Implementations
- Implementation:Microsoft DeepSpeedExamples GLUE Classifier BERT Base
- Implementation:Haotian liu LLaVA Summarize GPT Review
- Implementation:Mlc ai Web llm Chrome Tabs Connect
- Implementation:Evidentlyai Evidently LLM Models
- Implementation:Allenai Open instruct StreamingDataLoaderConfig
- Implementation:Treeverse LakeFS Java SDK TagsApi
- Implementation:Vllm project Vllm SamplingParams Structured
- Implementation:Helicone Helicone ToFilterNode
- Implementation:FlowiseAI Flowise Palette
- Implementation:Ollama Ollama Llama Graph Header
Heuristics
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
Environments
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Apache Paimon Python Core Runtime
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:OpenGVLab InternVL Flash Attention 2