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:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
Principles
- Principle:Explodinggradients Ragas Agent Definition Interface
- Principle:Farama Foundation Gymnasium Environment Registration
- Principle:Alibaba ROLL DPO Configuration
- Principle:Togethercomputer Together python Document Reranking
- Principle:CrewAIInc CrewAI Flow Execution And Visualization
- Principle:Guardrails ai Guardrails Telemetry
- Principle:ChenghaoMou Text dedup Benchmark Evaluation
- Principle:Huggingface Transformers Inference Measurement
- Principle:Duckdb Duckdb String Formatting
- Principle:ARISE Initiative Robomimic Rollout Execution Eval
Implementations
- Implementation:Speechbrain Speechbrain DNS Noisy Speech Synthesizer
- Implementation:ArroyoSystems Arroyo Create Profile Page
- Implementation:Sail sg LongSpec Stage Progression Config
- Implementation:Haosulab ManiSkill MujocoObject
- Implementation:Kserve Kserve Kafka ImageTransformer
- Implementation:BerriAI Litellm Logging Callback Manager
- Implementation:ClickHouse ClickHouse Poco PollSet
- Implementation:NVIDIA DALI C API V2 Data Objects Header
- Implementation:Run llama Llama index PairwiseComparisonEvaluator
- Implementation:Sdv dev SDV PARSynthesizer Sample
Heuristics
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Confident ai Deepeval Dotenv Loading Order
Environments
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Pytorch Serve CUDA GPU Environment