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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'''] — full-stack AI/ML coding agent | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — knowledge search for any coding agent | |||
== Browse by Category == | == Browse by Category == | ||
Revision as of 11:42, 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 — full-stack AI/ML coding agent
- Leeroopedia MCP — knowledge search for any coding agent
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:Protectai Llm guard Scanner Benchmarking
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Googleapis Python genai Model Fine Tuning
Principles
- Principle:Lucidrains X transformers Segment Level Recurrence
- Principle:Huggingface Datasets Language Code Registry
- Principle:Huggingface Datatrove Data Reading Framework
- Principle:Heibaiying BigData Notes Flink External Sink
- Principle:Shiyu coder Kronos Qlib Test Inference
- Principle:Togethercomputer Together python Text To Speech
- Principle:VainF Torch Pruning Structural Pruning
- Principle:Microsoft Onnxruntime Optimized Inference
- Principle:Ggml org Ggml Remote Procedure Call Computation
- Principle:LMCache LMCache KV Cache Storage
Implementations
- Implementation:MarketSquare Robotframework browser Network Idle Transformer
- Implementation:Pyro ppl Pyro OMTMultivariateNormal
- Implementation:NVIDIA TransformerEngine PyTorch Triton Cross Entropy
- Implementation:Kornia Kornia Conftest
- Implementation:Microsoft DeepSpeedExamples BingBert Turing FileUtils
- Implementation:Cohere ai Cohere python NonStreamedChatResponse Model
- Implementation:Apache Paimon DLFECSTokenLoader
- Implementation:DataTalksClub Data engineering zoomcamp Kafka Docker Compose Setup
- Implementation:ArroyoSystems Arroyo Rest Router
- Implementation:Fastai Fastbook Learner Class
Heuristics
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
Environments
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Apache Beam Java Build Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Sgl project Sglang Grafana
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Infiniflow Ragflow Frontend Node Environment