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:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
Principles
- Principle:Tensorflow Serving Static Path Source
- Principle:Lucidrains X transformers Encoder Decoder Training
- Principle:Turboderp org Exllamav2 Quantization Sensitivity Measurement
- Principle:BerriAI Litellm Integration Selection
- Principle:Spotify Luigi Task Persistence History
- Principle:Ggml org Ggml Tensor Creation
- Principle:Mlfoundations Open flamingo Classification Evaluation
- Principle:Lance format Lance Compaction Planning
- Principle:Turboderp org Exllamav2 KV Cache Allocation
- Principle:Google deepmind Mujoco CPU Model Loading
Implementations
- Implementation:Lance format Lance Dataset Restore
- Implementation:Microsoft Onnxruntime CPU ActivationsGrad
- Implementation:Deepspeedai DeepSpeed Transformer CUDA
- Implementation:Online ml River Datasets MaliciousURL
- Implementation:FMInference FlexLLMGen HELM Metric Evaluate
- Implementation:Langchain ai Langchain ChatOpenAI Constructor
- Implementation:Microsoft DeepSpeedExamples Prompt Eval
- Implementation:LaurentMazare Tch rs Min GPT
- Implementation:Huggingface Peft GraloraModel
- Implementation:Kornia Kornia Coordinate Grid
Heuristics
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Fastai Fastbook Dropout Regularization
Environments
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Microsoft Autogen Studio Server Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend