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:CARLA simulator Carla Traffic Generation
- Workflow:Openai Whisper Audio Transcription
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Vespa engine Vespa Document indexing pipeline
Principles
- Principle:Apache Druid Publication Settings
- Principle:Triton inference server Server Ensemble Pipeline Testing
- Principle:Apache Hudi Result Delivery
- Principle:Microsoft Semantic kernel Process Framework Frontend
- Principle:Apache Beam Job Preparation
- Principle:Lucidrains X transformers Hybrid Discrete Continuous Tokens
- Principle:PrefectHQ Prefect AI Approval Gate
- Principle:OpenRLHF OpenRLHF Ray Cluster Initialization
- Principle:Treeverse LakeFS GC Job Execution
- Principle:Deepspeedai DeepSpeed DeepSpeed Configuration
Implementations
- Implementation:Langchain ai Langgraph BaseStore And InMemoryStore
- Implementation:Ggml org Ggml Ggml backend sched graph compute
- Implementation:Microsoft DeepSpeedExamples HelloDeepSpeed Train Bert DS
- Implementation:Sktime Pytorch forecasting QuantileLoss
- Implementation:Speechbrain Speechbrain Train GigaSpeech Transducer
- Implementation:Online ml River Sketch Set
- Implementation:Ggml org Llama cpp Jinja Caps Header
- Implementation:Ggml org Llama cpp Q8dot Benchmark
- Implementation:Microsoft Playwright Trace Mode Config
- Implementation:Tensorflow Serving Server Core Test
Heuristics
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
Environments
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Openai Openai node OpenAI API Credentials