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:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Triton inference server Server Model Performance Tuning
Principles
- Principle:Langfuse Langfuse OTel S3 Upload and Queue Dispatch
- Principle:Openclaw Openclaw Plugin Installation
- Principle:Huggingface Trl PPO Trainer Initialization
- Principle:DevExpress Testcafe Runner Fluent Configuration
- Principle:Ollama Ollama Model Alias API
- Principle:Microsoft Playwright Inject Browser API Mocks
- Principle:Pytorch Serve LLM Text Generation
- Principle:Ucbepic Docetl Chunk Result Reduction
- Principle:Nightwatchjs Nightwatch Extension Path Configuration
- Principle:MarketSquare Robotframework browser Async Keyword Execution
Implementations
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense Construct Example
- Implementation:Microsoft Playwright UtilityScriptSerializers
- Implementation:Mbzuai oryx Awesome LLM Post training Get Paper Count
- Implementation:Microsoft Onnxruntime CUDA FakeQuant
- Implementation:Heibaiying BigData Notes HBaseUtils PutRow
- Implementation:Huggingface Datatrove InferenceTypes
- Implementation:AUTOMATIC1111 Stable diffusion webui Edit Attention
- Implementation:FMInference FlexLLMGen DeepSpeed Inference PT Binding
- Implementation:Sktime Pytorch forecasting TimeSeriesDataSet Init
- Implementation:Huggingface Datasets Dataset Sort
Heuristics
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
Environments
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Truera Trulens Python Core Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:Openai CLIP PyTorch CUDA Runtime