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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:Langgenius Dify Workflow Builder and Execution
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Groq Groq python Chat Completion
- Workflow:Openai Openai agents python Streaming Agent Execution
Principles
- Principle:Microsoft Autogen State Persistence
- Principle:Huggingface Datatrove Core Data Structures
- Principle:Langfuse Langfuse Eval Error Handling and Retry
- Principle:Predibase Lorax Chat Adapter Routing
- Principle:Protectai Llm guard Gibberish Detection
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
- Principle:Promptfoo Promptfoo Configuration Loading
- Principle:Nautechsystems Nautilus trader Strategy Shutdown
- Principle:Lm sys FastChat Prompt Topic Clustering
- Principle:Openclaw Openclaw Access Policy Configuration
Implementations
- Implementation:Ggml org Llama cpp ModelBase Write
- Implementation:Microsoft LoRA Run GLUE No Trainer
- Implementation:Arize ai Phoenix Pyproject Config
- Implementation:Mit han lab Llm awq W8A8OF16LinearDynamicInputScale
- Implementation:Langfuse Langfuse API Dataset Items Schema
- Implementation:Scikit learn Scikit learn Encode
- Implementation:InternLM Lmdeploy KvCacheUtils
- Implementation:Neuml Txtai Topic Modeling
- Implementation:Anthropics Anthropic sdk python SkillCreateResponse
- Implementation:Langgenius Dify Refactor Component
Heuristics
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Openai Whisper KV Cache Optimization
Environments
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment