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:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:Testtimescaling Testtimescaling github io Automated Git Commit
- Principle:Google deepmind Mujoco MJX Data Transfer
- Principle:DistrictDataLabs Yellowbrick Drawing Primitives
- Principle:Mbzuai oryx Awesome LLM Post training Trend Visualization
- Principle:Eric mitchell Direct preference optimization Tokenization
- Principle:Allenai Open instruct Score Head Initialization
- Principle:Protectai Llm guard Bias Detection
- Principle:Mlfoundations Open flamingo Distributed Result Aggregation
- Principle:Cypress io Cypress CI Parallelization
- Principle:Online ml River Built In Datasets
Implementations
- Implementation:Iterative Dvc Index Graph Build
- Implementation:Ggml org Llama cpp Android GgufMetadata
- Implementation:Explodinggradients Ragas MetricAnnotation Class
- Implementation:Datajuicer Data juicer RangeSpecifiedFieldSelector
- Implementation:Sktime Pytorch forecasting TimeSeries V2
- Implementation:OpenGVLab InternVL EvaCLIP Configuration
- Implementation:Openai Evals HHHSolver
- Implementation:Tencent Ncnn Mat Pixel Drawing
- Implementation:Risingwavelabs Risingwave DatetimeTypeConverter
- Implementation:Lakeraai Pint benchmark Benchmark Results Interpretation
Heuristics
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:MaterializeInc Materialize CI Retry Strategies
Environments
- Environment:Sgl project Sglang Distributed
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Apache Beam Java Build Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime