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:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
Principles
- Principle:Roboflow Rf detr Deployment Benchmarking
- Principle:MaterializeInc Materialize Version Resolution
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:CARLA simulator Carla Map Loading
- Principle:Confident ai Deepeval Batch Evaluation Execution
- Principle:Lucidrains X transformers Causal Decoder Configuration
- Principle:Sgl project Sglang Chat Completion API
- Principle:Ggml org Llama cpp Benchmarking
- Principle:Facebookresearch Audiocraft Generation Parameter Configuration
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
Implementations
- Implementation:Apache Hudi ClusteringOperator DoClustering
- Implementation:Kornia Kornia KMeans
- Implementation:Isaac sim IsaacGymEnvs Isaacgymenvs Make
- Implementation:CARLA simulator Carla Client Stop Recorder
- Implementation:Langgenius Dify Use Explore
- Implementation:Helicone Helicone Prompt State Types
- Implementation:Neuml Txtai API Create
- Implementation:Open compass VLMEvalKit ImageShortQADataset
- Implementation:EvolvingLMMs Lab Lmms eval OpenHermes Utils
- Implementation:Run llama Llama index IngestionPipeline Run
Heuristics
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
Environments
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Groq Groq python Python Groq SDK
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Interpretml Interpret Visualization Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment