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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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|---|---|---|
| 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:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
Principles
- Principle:ARISE Initiative Robosuite Data Collection Wrapping
- Principle:Google deepmind Mujoco Plugin System
- Principle:CARLA simulator Carla Actor Spawning
- Principle:Pytorch Serve IPEX Quantized Inference
- Principle:NVIDIA DALI Image Decoding
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Spotify Luigi Remote Data Transfer
- Principle:Tensorflow Tfjs Model Evaluation And Deployment
- Principle:Langchain ai Langgraph UI Component Management
- Principle:ArroyoSystems Arroyo Connection Testing
Implementations
- Implementation:Langgenius Dify InputVar Types
- Implementation:Bigscience workshop Petals Dataset Loading Pipeline
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFaceProcessor Run
- Implementation:Openai Openai python Upload Create Params
- Implementation:Spotify Luigi Task Lifecycle
- Implementation:Lance format Lance MiniBlockCompressor
- Implementation:Recommenders team Recommenders Get Mind Data Set
- Implementation:Lucidrains X transformers NeoMLP
- Implementation:Teamcapybara Capybara Node Finders Find
- Implementation:Hpcaitech ColossalAI ORPOTrainer
Heuristics
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:NVIDIA DALI Batch Size Tuning
Environments
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Sgl project Sglang Triton
- Environment:Sgl project Sglang Multimodal
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment