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<div style="font-size:0.8em; color:#666; margin-top:2px;">Principles</div> | |||
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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. | 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. | ||
'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent | '''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously: | ||
''' | * [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — converts your AI coding agent into an expert ML engineer with agentic memory | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — search over best-practices and skills of ML/AI | |||
* [https://github.com/leeroo-ai/kapso '''Kapso'''] — experimentation platform for autonomous AI/ML software building | |||
== Browse by Category == | == Browse by Category == | ||
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== | == Explore Pages == | ||
=== Workflows === | === Workflows === | ||
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=== Principles === | === Principles === | ||
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=== Implementations === | === Implementations === | ||
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=== Heuristics === | === Heuristics === | ||
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=== Environments === | === Environments === | ||
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Latest revision as of 11:45, 14 March 2026
27,667
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
Principles
- Principle:Langgenius Dify Security
- Principle:Huggingface Diffusers Diffusion Training Loop
- Principle:Apache Paimon Distributed Data Operations
- Principle:Apache Druid SQL Input Format Configuration
- Principle:Lakeraai Pint benchmark HF Model Wrapping
- Principle:Google deepmind Mujoco Parallel Constraint Solving
- Principle:Alibaba MNN LLM Engine Compilation
- Principle:CARLA simulator Carla CMake Build Configuration
- Principle:Avhz RustQuant Exotic Option Contracts
- Principle:Explodinggradients Ragas Testset Export
Implementations
- Implementation:Microsoft Onnxruntime OrtHardwareDevice
- Implementation:Datahub project Datahub EntityClient Operations
- Implementation:Ggml org Llama cpp Debug Example
- Implementation:Intel Ipex llm Portable Chat
- Implementation:Kserve Kserve InferenceService CRD Spec
- Implementation:BerriAI Litellm PagerDuty Alerting
- Implementation:Infiniflow Ragflow Admin Utils
- Implementation:FMInference FlexLLMGen DeepSpeed Launch
- Implementation:Turboderp org Exllamav2 ExLlamaV2HeadNorm
- Implementation:Triton inference server Server GenQaIdentityModels
Heuristics
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Openai CLIP Linear Probe Regularization C
Environments
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Sgl project Sglang Web