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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:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Groq Groq python Text Embedding
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:MaterializeInc Materialize Integration Test Development
Principles
- Principle:Iterative Dvc SCM Introspection
- Principle:Trailofbits Fickling Severity Classification
- Principle:Googleapis Python genai Batch Processing
- Principle:Protectai Llm guard PII Anonymization
- Principle:HKUDS AI Trader LangChain Agent Initialization
- Principle:Testtimescaling Testtimescaling github io Badge Data Generation
- Principle:Vllm project Vllm Multimodal Output Processing
- Principle:Eventual Inc Daft SQL Expression Building
- Principle:Cypress io Cypress Package Publishing
- Principle:Speechbrain Speechbrain VoxCeleb Data Preparation
Implementations
- Implementation:Pyro ppl Pyro Trace ELBO Loss
- Implementation:Arize ai Phoenix Legacy OpenAIModel
- Implementation:ClickHouse ClickHouse Poco NetworkInterface Impl
- Implementation:Cohere ai Cohere python Document Model
- Implementation:FlowiseAI Flowise Docker Compose Configuration
- Implementation:Protectai Llm guard Anonymize
- Implementation:Duckdb Duckdb Extension Upload Test
- Implementation:Tencent Ncnn Cpu Feature Detection
- Implementation:Datajuicer Data juicer Model Utils
- Implementation:Alibaba MNN OpenCL CL HPP Header
Heuristics
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
Environments
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Apache Spark Release Build Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:InternLM Lmdeploy Build From Source
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Openai Openai python Python 3 9 Plus