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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 Speech to Text Transcription
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
Principles
- Principle:Huggingface Datasets XML Dataset Building
- Principle:Apache Shardingsphere Configuration Change Initiation
- Principle:Datahub project Datahub Event Filtering
- Principle:AUTOMATIC1111 Stable diffusion webui Model Discovery
- Principle:Speechbrain Speechbrain Audio Interpretability
- Principle:Microsoft Onnxruntime Checkpoint Loading
- Principle:Avhz RustQuant Instrument Abstraction
- Principle:Pola rs Polars Rust Crate Feature System
- Principle:Apache Dolphinscheduler Workflow DAG Definition
- Principle:Kserve Kserve Graph Request Routing
Implementations
- Implementation:Facebookresearch Habitat lab HumanoidPickPolicy
- Implementation:Google deepmind Mujoco Engine Print
- Implementation:Langchain ai Langgraph Auth HTTPException
- Implementation:Arize ai Phoenix PrecisionRecallFScore
- Implementation:Interpretml Interpret Powerlift AzureContainerInstance
- Implementation:Microsoft Autogen Studio Generate Image Tool
- Implementation:Treeverse LakeFS Java SDK BranchesApi
- Implementation:Sgl project Sglang SM100 MLA Device
- Implementation:Truera Trulens StateGraph Compile
- Implementation:Huggingface Transformers Create Circleci Config
Heuristics
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
Environments
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Langgenius Dify Python Backend Environment
- Environment:HKUDS AI Trader Browser Runtime