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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:Neuml Txtai Semantic Search Pipeline
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Neuml Txtai Agent Execution
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Image Gallery
- Principle:Triton inference server Server Ensemble Pipeline Design
- Principle:AUTOMATIC1111 Stable diffusion webui Canvas UI Interaction
- Principle:Puppeteer Puppeteer Page Creation
- Principle:Protectai Llm guard Invisible Text Detection
- Principle:Google deepmind Mujoco Parallel Constraint Solving
- Principle:InternLM Lmdeploy SmoothQuant Quantization
- Principle:Sktime Pytorch forecasting Dependency Diagnostics
- Principle:Langgenius Dify Frontend Architecture
- Principle:Kornia Kornia Augmentation Transforms
Implementations
- Implementation:Microsoft Semantic kernel InProcessRuntime
- Implementation:Pyro ppl Pyro MultiOptimizer
- Implementation:Infiniflow Ragflow UseAgentHistoryManager
- Implementation:Openai Openai python Function Tool Param
- Implementation:Vibrantlabsai Ragas LangChain Document Loader
- Implementation:Microsoft Onnxruntime NNAPIFlags
- Implementation:Bigscience workshop Petals Server Init
- Implementation:Avhz RustQuant Exotic Option Constructors
- Implementation:Apache Flink PartitionCommitPolicy
- Implementation:LMCache LMCache Bypass Lookup Client
Heuristics
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Microsoft LoRA Label Smoothing NLG
Environments
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Elevenlabs Elevenlabs python Python Httpx