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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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|---|---|---|
| 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:Neuml Txtai API Deployment
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Trailofbits Fickling Pickle Safety Analysis
Principles
- Principle:CARLA simulator Carla Source Repository Setup
- Principle:FMInference FlexLLMGen Model Configuration Resolution
- Principle:Tensorflow Serving Dependency Ownership
- Principle:LaurentMazare Tch rs Custom Dataset Loading
- Principle:DataTalksClub Data engineering zoomcamp Parquet Output Writing
- Principle:Protectai Llm guard Token Limit Enforcement
- Principle:Apache Dolphinscheduler RPC Client Proxy Pattern
- Principle:Mlc ai Web llm Extension Service Worker
- Principle:Allenai Open instruct GRPO Checkpointing
- Principle:Allenai Open instruct DPO Training
Implementations
- Implementation:Testtimescaling Testtimescaling github io Paper Taxonomy Analysis
- Implementation:Eventual Inc Daft Daft Func Batch
- Implementation:Googleapis Python genai Operations Converters
- Implementation:Online ml River Tree Nodes HTC
- Implementation:Datajuicer Data juicer NaiveGrouper
- Implementation:Run llama Llama index Adapter Training Utils
- Implementation:Ollama Ollama Convert Qwen3Vl
- Implementation:Dotnet Machinelearning ForecastBySsa
- Implementation:Helicone Helicone Providers Index
- Implementation:Scikit learn Scikit learn ArrayAPI
Heuristics
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
Environments
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Allenai Open instruct Ray Distributed
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Microsoft BIPIA OpenAI API Environment