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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.
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| 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:Langchain ai Langgraph CLI Deployment
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Bentoml BentoML Model Store Management
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Huggingface Datasets Dataset Preprocessing
Principles
- Principle:Mlc ai Mlc llm Model Library Packaging
- Principle:Apache Paimon FAISS Index Configuration
- Principle:Huggingface Diffusers Quantization Backend Selection
- Principle:Togethercomputer Together python Model Download
- Principle:Ggml org Llama cpp Constrained Decoding
- Principle:Tensorflow Serving Lock Free Read Pattern
- Principle:DistrictDataLabs Yellowbrick Bestfit Regression Overlay
- Principle:Huggingface Trl PPO Training Loop
- Principle:Facebookresearch Habitat lab HRL Evaluation
- Principle:Ggml org Llama cpp ResourceManagement
Implementations
- Implementation:Fede1024 Rust rdkafka FutureProducer Send
- Implementation:Mage ai Mage ai SQLSource Load Data
- Implementation:FlagOpen FlagEmbedding LLM Dense Retriever Data
- Implementation:Huggingface Datasets Dataset Cast
- Implementation:Microsoft Playwright Validator Primitives
- Implementation:Teamcapybara Capybara Spec Has Css
- Implementation:Openai Openai python Vector Store Create Params
- Implementation:Ggml org Llama cpp CLIP Impl
- Implementation:Apache Druid ModuleState
- Implementation:Recommenders team Recommenders Start Or Get Spark
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
Environments
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment