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:BerriAI Litellm Fine Tuning Job
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Huggingface Transformers Model Benchmarking
Principles
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:Pyro ppl Pyro Discrete Posterior Decoding
- Principle:Apache Paimon Global Index Scan Building
- Principle:Eventual Inc Daft Streaming Row Iteration
- Principle:Microsoft LoRA Parameter Freezing
- Principle:Farama Foundation Gymnasium Action Transformation
- Principle:Ggml org Llama cpp CI Testing
- Principle:Explodinggradients Ragas Persona Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Architecture
- Principle:NVIDIA NeMo Aligner SFT Data Preparation
Implementations
- Implementation:MaterializeInc Materialize Validate Action
- Implementation:Cohere ai Cohere python UsageBilledUnits Model
- Implementation:Hpcaitech ColossalAI Train PPO Script
- Implementation:Microsoft Onnxruntime MapInfo
- Implementation:Nightwatchjs Nightwatch Multi Page Flow Pattern
- Implementation:NVIDIA DALI EfficientDet Net
- Implementation:Neuml Txtai Graph Query
- Implementation:OpenGVLab InternVL Classification Main
- Implementation:Mit han lab Llm awq LlavaLlamaForCausalLM
- Implementation:Huggingface Transformers Check Config Attributes
Heuristics
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Lance format Lance Warning Deprecated Java APIs
Environments
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch