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:Lance format Lance Version Management
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Mit han lab Llm awq HuggingFace Model Export
Principles
- Principle:Langchain ai Langchain Public API Surface
- Principle:Microsoft Onnxruntime Model Conversion to ONNX
- Principle:Google research Deduplicate text datasets Dataset Serialization TFDS
- Principle:Groq Groq python Streaming Request Execution
- Principle:Explodinggradients Ragas Test Query Synthesis
- Principle:ArroyoSystems Arroyo SQL Table Integration
- Principle:Mlfoundations Open flamingo Dual Dataset Training Loop
- Principle:ARISE Initiative Robosuite USD Scene Export
- Principle:Nightwatchjs Nightwatch Extension Usage In Tests
- Principle:Axolotl ai cloud Axolotl SFT Training Execution
Implementations
- Implementation:Huggingface Peft Update And Allocate
- Implementation:SeleniumHQ Selenium WebElement Interaction API
- Implementation:Arize ai Phoenix Prompts Get
- Implementation:Apache Druid InfoMessages
- Implementation:FlagOpen FlagEmbedding LLM Embedder Retrieval Metrics
- Implementation:Truera Trulens Record Viewer Utils
- Implementation:Speechbrain Speechbrain Prepare ESC50
- Implementation:Fede1024 Rust rdkafka BaseProducer Transactional Config
- Implementation:Bitsandbytes foundation Bitsandbytes Quantize Global
- Implementation:CARLA simulator Carla DebugHelper Class
Heuristics
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
Environments
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Huggingface Datasets Image Dependencies
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Pola rs Polars Rust Build Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Datahub project Datahub Docker Runtime