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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:Groq Groq python Batch Processing
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Mage ai Mage ai Building a New Destination Connector
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Zai org CogVideo Video Captioning
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
Principles
- Principle:Alibaba MNN Diffusion ONNX Export
- Principle:Romsto Speculative Decoding Logits Processing
- Principle:EvolvingLMMs Lab Lmms eval Task Selection
- Principle:Mlc ai Web llm Web Worker Engine Handler
- Principle:NVIDIA TransformerEngine Fused LayerNorm Linear
- Principle:Deepset ai Haystack Document Language Classification
- Principle:Langfuse Langfuse Experiment Configuration Validation
- Principle:Volcengine Verl Split Resource Placement
- Principle:Ollama Ollama GGUF Model Conversion Qwen3Vl
- Principle:Huggingface Datatrove IPC Data Reading
Implementations
- Implementation:Diagram of thought Diagram of thought Proposer Critic XML Cycle
- Implementation:Alibaba MNN Diffusion HuggingFace Download
- Implementation:Helicone Helicone FrontendFilterDefs
- Implementation:SeleniumHQ Selenium Closure UI Palette
- Implementation:Avhz RustQuant Portfolio
- Implementation:MarketSquare Robotframework browser Get Text Get Title Get Property
- Implementation:Apache Kafka KafkaAdminClient DescribeTopics
- Implementation:CrewAIInc CrewAI Flow State Model
- Implementation:Spcl Graph of thoughts Llama2HF
- Implementation:Openai Openai agents python WebSearchTool Filters Pattern
Heuristics
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
Environments
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Lm sys FastChat SFT Training Environment