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1,118
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:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Mistralai Client python Text Embeddings
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Huggingface Datatrove Dataset Tokenization
Principles
- Principle:Teamcapybara Capybara Page Navigation
- Principle:Huggingface Datatrove Dataset Integrity Validation
- Principle:Fastai Fastbook Backpropagation
- Principle:Getgauge Taiko Browser Installation
- Principle:DistrictDataLabs Yellowbrick Classifier Visual Evaluation
- Principle:Nautechsystems Nautilus trader Data Configuration Schema
- Principle:OpenRLHF OpenRLHF KL Divergence Estimation
- Principle:Huggingface Transformers Quantization Verification
- Principle:Mlc ai Web llm Text Completion Configuration
- Principle:Webdriverio Webdriverio ElementChaining
Implementations
- Implementation:Tensorflow Serving simple loader h
- Implementation:Hiyouga LLaMA Factory API Chat
- Implementation:Mlc ai Web llm Async Generate
- Implementation:Huggingface Datasets Dataset Column Names
- Implementation:Microsoft Semantic kernel EnglishRoberta Encoder
- Implementation:Elevenlabs Elevenlabs python VoiceSharingResponse
- Implementation:Langchain ai Langgraph Langgraph Up Command
- Implementation:Bentoml BentoML Framework PyTorch Lightning
- Implementation:Confident ai Deepeval DocumentChunker
- Implementation:Apache Druid StatusDialog
Heuristics
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
Environments
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Pyro ppl Pyro Visualization Tools