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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:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Groq Groq python Audio Transcription
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
Principles
- Principle:Evidentlyai Evidently ML Task Configuration
- Principle:DataTalksClub Data engineering zoomcamp Data Deduplication
- Principle:Hpcaitech ColossalAI Distributed Checkpoint Saving
- Principle:Tensorflow Serving Thread Pool Management
- Principle:Testtimescaling Testtimescaling github io Badge Data Generation
- Principle:Alibaba MNN Input Preprocessing
- Principle:Puppeteer Puppeteer Browser Launching
- Principle:Ggml org Llama cpp Model Architecture Registry
- Principle:Sdv dev SDV DayZ Multi Table Parameter Detection
- Principle:Langgenius Dify ErrorHandling
Implementations
- Implementation:ArroyoSystems Arroyo Run Pipeline
- Implementation:Open compass VLMEvalKit RBDash
- Implementation:Neuml Txtai Transcription
- Implementation:Huggingface Datasets Py Utils
- Implementation:Facebookresearch Audiocraft CompressionSolver run step
- Implementation:TA Lib Ta lib python Abstract Function Configuration
- Implementation:Langchain ai Langchain Tool Decorator
- Implementation:BerriAI Litellm CyberArk Secret Manager
- Implementation:Datajuicer Data juicer VideoCameraCalibrationStaticDeepcalibMapper
- Implementation:FlagOpen FlagEmbedding Matryoshka Compensation Data
Heuristics
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
Environments
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials