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:Dagster io Dagster RAG Pipeline
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
Principles
- Principle:Heibaiying BigData Notes Spark Aggregation and Join
- Principle:Lance format Lance Data Scanning And Reading
- Principle:Microsoft Playwright Run Tests with Tracing
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Vllm project Vllm Speculative Engine Initialization
- Principle:Trailofbits Fickling File Corruption Detection
- Principle:Explodinggradients Ragas LLM Provider Abstraction
- Principle:Microsoft Autogen Handoff Termination
- Principle:Allenai Open instruct GRPO Experiment Configuration
- Principle:Facebookresearch Audiocraft Pretrained Compression Export
Implementations
- Implementation:Pytorch Serve TransformersSeqClassifierHandler
- Implementation:TobikoData Sqlmesh Lineage Utils
- Implementation:Open compass VLMEvalKit OmChat
- Implementation:Googleapis Python genai GenerateContentResponse Access
- Implementation:Treeverse LakeFS Java SDK Model HookRunList
- Implementation:Apache Paimon Partition
- Implementation:Open compass VLMEvalKit VGRPBench Aquarium
- Implementation:Infiniflow Ragflow Admin ServiceDetail Component
- Implementation:CrewAIInc CrewAI Serply Webpage To Markdown Tool
- Implementation:Hiyouga LLaMA Factory Feedback Processor
Heuristics
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Obss Sahi Overlap Ratio Selection
Environments
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:CarperAI Trlx Python Accelerate
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Openai Openai node WebSocket Dependency
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Kserve Kserve GPU Accelerator