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:Openai Openai agents python Basic Agent Execution
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Lance format Lance Version Management
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
Principles
- Principle:Ollama Ollama LLM Memory Architecture
- Principle:Microsoft Onnxruntime Inference Execution
- Principle:Microsoft LoRA BPE Text Decoding
- Principle:Haotian liu LLaVA LoRA Configuration
- Principle:Alibaba MNN Diffusion Engine Compilation
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:LMCache LMCache Segment Based KV Caching
- Principle:Apache Flink File Commit Finalization
- Principle:Huggingface Alignment handbook APO Zero Preference Alignment
- Principle:FlagOpen FlagEmbedding RetroMAE Pretraining
Implementations
- Implementation:Alibaba MNN Protobuf Duration PB CC
- Implementation:Langfuse Langfuse OTel Traces Handler
- Implementation:Datahub project Datahub ProtobufOneOfField
- Implementation:ARISE Initiative Robosuite RobotiqThreeFingerGripper
- Implementation:Apache Druid PortalBubble
- Implementation:Facebookresearch Habitat lab Rearrange V2 World
- Implementation:Bentoml BentoML Pytest Plugin
- Implementation:Confident ai Deepeval DeepEvalTracingProcessor
- Implementation:Apache Paimon IndexManifestFile
- Implementation:Ggml org Llama cpp Android GgufMetadata
Heuristics
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Datahub project Datahub Venv Copies Mode
Environments
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Sgl project Sglang Kubernetes
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Treeverse LakeFS Go Runtime Environment