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Total Pages
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:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
Principles
- Principle:OpenGVLab InternVL CLIP Vision Text Encoding
- Principle:Protectai Llm guard Scanner Benchmarking
- Principle:Mlc ai Web llm Multi Model Routing
- Principle:OpenHands OpenHands Runtime Provisioning
- Principle:Langgenius Dify Debug and Preview
- Principle:FlowiseAI Flowise User Profile Management
- Principle:Huggingface Datatrove Lambda Filtering
- Principle:Triton inference server Server Classification Postprocessing
- Principle:Interpretml Interpret Rule Based Classification
- Principle:Vllm project Vllm LoRA Output Processing
Implementations
- Implementation:Ggml org Llama cpp CLIP Impl
- Implementation:ArroyoSystems Arroyo Recovering State
- Implementation:Haosulab ManiSkill MujocoObject
- Implementation:Open compass VLMEvalKit ChartMimic Legend Evaluator
- Implementation:Ollama Ollama Llama Models Registry
- Implementation:FlowiseAI Flowise DataGrid
- Implementation:Facebookresearch Habitat lab VQA Trainer
- Implementation:CrewAIInc CrewAI Generate Automation Tool
- Implementation:Run llama Llama index SQLTableNodeMapping
- Implementation:Arize ai Phoenix Pyproject Config
Heuristics
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Ucbepic Docetl Token Counting And Truncation
Environments
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment