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:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:OpenBMB UltraFeedback Dataset Construction
Principles
- Principle:Huggingface Optimum Model Decomposition
- Principle:Ggml org Llama cpp Tokenization
- Principle:Datajuicer Data juicer Data Processing Execution
- Principle:Iterative Dvc Data Index Update
- Principle:Scikit learn contrib Imbalanced learn Random Under Sampling Boosting
- Principle:CrewAIInc CrewAI Crew Integration In Flow
- Principle:Cleanlab Cleanlab Identifier Column Issue Detection
- Principle:Duckdb Duckdb Build Environment Setup
- Principle:Huggingface Transformers Tensor Parallel Model Loading
- Principle:Helicone Helicone Central Registry Indexing
Implementations
- Implementation:Online ml River Compat SklearnToRiver
- Implementation:NVIDIA DALI DALIClassificationIterator
- Implementation:Gretelai Gretel synthetics ACTGAN Save Load
- Implementation:Onnx Onnx Helper Make Model
- Implementation:Triton inference server Server Container Health Check
- Implementation:Tensorflow Serving Util
- Implementation:Mlfoundations Open flamingo Flamingo generate
- Implementation:Alibaba MNN OpenCL CL HPP Header
- Implementation:Sgl project Sglang Multimodal Data Loading
- Implementation:Explodinggradients Ragas OpikTracer Class
Heuristics
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Princeton nlp SimPO BOS Token Handling
Environments
- Environment:CarperAI Trlx Python Accelerate
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Allenai Open instruct Ray Distributed
- Environment:Tensorflow Serving Python Client Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Vllm project Vllm CPU Runtime
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime