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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:Pyro ppl Pyro Discrete Enumeration
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:ContextualAI HALOs Online Iterative Alignment
Principles
- Principle:Lucidrains X transformers Package Installation
- Principle:Apache Paimon Developer Tooling
- Principle:Huggingface Datatrove Text Encoding Repair
- Principle:Mit han lab Llm awq Conversation Template Management
- Principle:Triton inference server Server Model Weight Download
- Principle:OpenRLHF OpenRLHF SFT Dataset Construction
- Principle:PeterL1n BackgroundMattingV2 Image sequence writing
- Principle:Microsoft Semantic kernel OpenAPI Test Fixtures
- Principle:Apache Airflow Docker Image Preparation
- Principle:Duckdb Duckdb String Similarity
Implementations
- Implementation:ARISE Initiative Robomimic Custom Observation Modality Extension
- Implementation:Huggingface Datatrove Document
- Implementation:ClickHouse ClickHouse Strong Typedef
- Implementation:Langchain ai Langchain Runnable Astream Events
- Implementation:Langchain ai Langgraph Runtime Class
- Implementation:Puppeteer Puppeteer PSelectorParser
- Implementation:Facebookresearch Audiocraft CompressionModel get pretrained
- Implementation:Puppeteer Puppeteer Sort Test Expectations
- Implementation:Microsoft Playwright Playwright Install CLI
- Implementation:Recommenders team Recommenders Cosmos CLI
Heuristics
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
Environments
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Openai Whisper PyTorch CUDA
- Environment:Apache Paimon Python Core Runtime
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment