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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:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Iterative Dvc Data Tracking
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Ray project Ray Actor Lifecycle Management
Principles
- Principle:Alibaba MNN Neural Network Inference
- Principle:Mlc ai Web llm Extension Client Engine
- Principle:Groq Groq python API Error Response Structure
- Principle:Tensorflow Serving Type Safe Erasure
- Principle:Openai Openai node Text To Speech
- Principle:Obss Sahi Per Slice Detection
- Principle:Ollama Ollama GGUF Model Conversion MLLama
- Principle:Avhz RustQuant Gradient Descent Optimization
- Principle:Facebookresearch Audiocraft Autoregressive Token Generation
- Principle:Openai Openai agents python Model Execution
Implementations
- Implementation:Hpcaitech ColossalAI Zero Bubble Consumer
- Implementation:Infiniflow Ragflow AddedSourceCard Component
- Implementation:ArroyoSystems Arroyo Webui Utils
- Implementation:Datajuicer Data juicer TextChunkMapper
- Implementation:Vllm project Vllm Machete Generate
- Implementation:Kornia Kornia AEPE Metric
- Implementation:TA Lib Ta lib python Wrapper Decorator
- Implementation:Open compass VLMEvalKit MMReason Utils
- Implementation:Apache Flink Mapreduce HadoopInputSplit
- Implementation:HKUDS AI Trader Get Daily Price
Heuristics
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
Environments
- Environment:Pola rs Polars Rust Build Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime