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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:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Onnx Onnx External Data Handling
Principles
- Principle:Ggml org Ggml Tensor Context Management
- Principle:Pyro ppl Pyro Custom Distribution Framework
- Principle:Explodinggradients Ragas Evaluation Dataset Preparation
- Principle:Ggml org Ggml Neural Network Graph Building
- Principle:Datahub project Datahub Emitter Initialization
- Principle:Triton inference server Server Ensemble Configuration
- Principle:Facebookresearch Audiocraft Audio Tokenizer Selection
- Principle:Mlc ai Web llm Cross Thread Streaming
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Framework
- Principle:Google deepmind Dm control Locomotion Visualization
Implementations
- Implementation:Recommenders team Recommenders K8s Utils
- Implementation:Openai Openai node Ecosystem CLI
- Implementation:Volcengine Verl Compute Value Loss
- Implementation:Spotify Luigi DataprocTask
- Implementation:DataTalksClub Data engineering zoomcamp Spark UnionAll
- Implementation:Ggml org Llama cpp Llama Memory Seq Pos Max
- Implementation:Hiyouga LLaMA Factory WebUI Export Component
- Implementation:Kubeflow Pipelines Profile Controller Sync
- Implementation:Langgenius Dify SendCompletionMessage
- Implementation:Risingwavelabs Risingwave Explain DistSQL Page
Heuristics
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
Environments
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Vllm project Vllm Environment Variables
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration