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:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
Principles
- Principle:ClickHouse ClickHouse MIME Multipart Processing
- Principle:Predibase Lorax Runtime Adapter Merging
- Principle:Dagster io Dagster LLM Fine Tuning Orchestration
- Principle:Iterative Dvc Local Remote State Comparison
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:InternLM Lmdeploy Response Processing
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Json Saving
- Principle:Ggml org Ggml Backend Initialization
- Principle:DataTalksClub Data engineering zoomcamp SQL Revenue Aggregation
- Principle:Ggml org Llama cpp Multimodal Model Acquisition
Implementations
- Implementation:Ggml org Llama cpp Common Unicode Header
- Implementation:Pyro ppl Pyro WelfordCovariance
- Implementation:DevExpress Testcafe BrowserClient CDP
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel From Pretrained
- Implementation:LMCache LMCache Memory Bloom Filter Strategy
- Implementation:Apache Paimon FunctionDefinition
- Implementation:BerriAI Litellm Vector Stores API
- Implementation:Google deepmind Mujoco USD Mujoco To USD
- Implementation:Kornia Kornia Bilateral Filter
- Implementation:Lance format Lance FsstEncoding
Heuristics
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Guardrails ai Guardrails LLM Provider API Keys