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:Langgenius Dify Knowledge Base Management
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Online ml River Drift Adaptive Classification
Principles
- Principle:Speechbrain Speechbrain Speech Translation Training
- Principle:Microsoft Agent framework Human in the Loop Request
- Principle:Isaac sim IsaacGymEnvs Asymmetric Actor Critic
- Principle:Puppeteer Puppeteer Browser Version Resolution
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
- Principle:Huggingface Open r1 Training Callbacks
- Principle:Mlflow Mlflow Database Schema Management
- Principle:Promptfoo Promptfoo Application Logging
- Principle:Huggingface Datatrove Parquet Data Writing
- Principle:Lakeraai Pint benchmark Balanced Accuracy Scoring
Implementations
- Implementation:Farama Foundation Gymnasium SwimmerEnv V5
- Implementation:Openai Openai python Vector Store Update Params
- Implementation:EvolvingLMMs Lab Lmms eval MMUPD Evaluation Engine
- Implementation:Sktime Pytorch forecasting Lightning Trainer
- Implementation:Teamcapybara Capybara Selector Filters Base
- Implementation:Ggml org Llama cpp Ngram Map
- Implementation:Sktime Pytorch forecasting mLSTMNetwork
- Implementation:Arize ai Phoenix Legacy OpenAIModel
- Implementation:Ggml org Llama cpp Common Init From Params Target
- Implementation:Heibaiying BigData Notes Spark SQL View Registration
Heuristics
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
Environments
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies