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:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Datahub project Datahub CLI Metadata Ingestion
Principles
- Principle:Truera Trulens Leaderboard Analysis
- Principle:Alibaba ROLL Context Parallel Communication
- Principle:Langfuse Langfuse Eval Template Variable Extraction
- Principle:Webdriverio Webdriverio Browser Navigation and Interaction
- Principle:Langchain ai Langchain Release Notes Generation
- Principle:Mit han lab Llm awq W8A8 Quantized Linear
- Principle:Webdriverio Webdriverio Worker Data Aggregation
- Principle:Pytorch Serve Generalized NLP Handler
- Principle:ARISE Initiative Robomimic Training Loop Execution
- Principle:DataTalksClub Data engineering zoomcamp Chunked Data Ingestion
Implementations
- Implementation:Google deepmind Mujoco mjx get data
- Implementation:ClickHouse ClickHouse Clickhouse Add Executable Macro
- Implementation:Microsoft LoRA Check TF Ops
- Implementation:Ucbepic Docetl EquijoinOperation Execute
- Implementation:Obss Sahi Download Yolov5 Model
- Implementation:DistrictDataLabs Yellowbrick JointPlot Visualizer
- Implementation:Sktime Pytorch forecasting sLSTMLayer
- Implementation:Langgenius Dify UseAppFavicon
- Implementation:TobikoData Sqlmesh Context Audit
- Implementation:Turboderp org Exllamav2 Softmax AVX2
Heuristics
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
Environments
- Environment:Unstructured IO Unstructured All Docs
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Tensorflow Tfjs Python Converter
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Interpretml Interpret Python Core Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Webdriverio Webdriverio Browser Driver Environment