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:Groq Groq python Text Embedding
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Spotify Luigi Spark Processing Pipeline
Principles
- Principle:ChenghaoMou Text dedup Hamming Distance Clustering
- Principle:Ollama Ollama HardwareDiscovery
- Principle:Huggingface Datasets Hub Config Verification
- Principle:Bitsandbytes foundation Bitsandbytes HPU 4bit Dequantization
- Principle:Facebookresearch Habitat lab Policy Network Initialization
- Principle:Haifengl Smile Numerical Conversion
- Principle:Haosulab ManiSkill Scene Object Loading
- Principle:Apache Paimon Schema Evolution
- Principle:Confident ai Deepeval Trace Metadata Enrichment
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding creation
Implementations
- Implementation:Cleanlab Cleanlab Multilabel Get Label Quality Scores
- Implementation:Haosulab ManiSkill Link
- Implementation:Risingwavelabs Risingwave StreamChunk
- Implementation:Recommenders team Recommenders Load Spark Df
- Implementation:Hiyouga LLaMA Factory DPO Zh Demo Data
- Implementation:Triton inference server Server Pip Install Tensorrt LLM
- Implementation:Cohere ai Cohere python JsonResponseFormatV2 Model
- Implementation:Google deepmind Dm control Header Parsing
- Implementation:LaurentMazare Tch rs Tensor Display
- Implementation:Apache Airflow RemoteLogIO Protocol
Heuristics
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Huggingface Optimum Device Offload Constraints
Environments
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Openai Whisper Numba
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment