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 with the Leeroopedia MCP setup guide. Let it search docs, build plans, verify code, and diagnose failures on your behalf.
Go end-to-end. Leeroopedia gives your agent the knowledge. Kapso gives it the ability to act on it: research, experiment, and deploy.
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:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Online ml River Online Clustering
- Workflow:Wandb Weave Evaluation Pipeline
Principles
- Principle:Huggingface Transformers CI Configuration Generation
- Principle:Huggingface Datasets Dataset From Dict Construction
- Principle:Heibaiying BigData Notes HBase Data Deletion
- Principle:Ollama Ollama Inference Dispatch
- Principle:Apache Flink Object Reuse
- Principle:OpenRLHF OpenRLHF Dataset Blending
- Principle:Zai org CogVideo SAT Inference Configuration
- Principle:Langchain ai Langchain Input Preparation For Streaming
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:Openai Evals Human In The Loop Evaluation
Implementations
- Implementation:Risingwavelabs Risingwave DbzSourceUtils
- Implementation:NVIDIA TransformerEngine LayerNorm API
- Implementation:Tensorflow Tfjs Model Hosting Pattern
- Implementation:Langgenius Dify URL Validation
- Implementation:Scikit learn Scikit learn PartialDependence
- Implementation:Online ml River Forest ARFClassifier
- Implementation:Apache Beam PortableRunner Run
- Implementation:Duckdb Duckdb Test Compile Py
- Implementation:NVIDIA TransformerEngine JAX Quantize Helper
- Implementation:Vespa engine Vespa LogSetup InitVespaLogging
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Run llama Llama index Chunk Size Optimization
Environments
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Obss Sahi Python Image Processing
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow