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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:Googleapis Python genai Text Content Generation
- Workflow:Openai Openai python Image Generation
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Groq Groq python Chat Completion
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
Principles
- Principle:Guardrails ai Guardrails Observability
- Principle:BerriAI Litellm Health Monitoring
- Principle:Infiniflow Ragflow Search Configuration
- Principle:NVIDIA TransformerEngine Fused LayerNorm MLP
- Principle:Lance format Lance Text Data Preparation
- Principle:Iamhankai Forest of Thought Monte Carlo Tree Search
- Principle:Obss Sahi Image Slicing
- Principle:Speechbrain Speechbrain Beam Search Decoding
- Principle:Apache Airflow Scheduling Configuration
- Principle:Alibaba MNN Weight Quantization
Implementations
- Implementation:Mistralai Client python Pip Install Mistralai
- Implementation:OpenHands OpenHands Summarize Issue Solvability
- Implementation:Cohere ai Cohere python AwsGeneration
- Implementation:SeleniumHQ Selenium Closure Math Rect
- Implementation:DataTalksClub Data engineering zoomcamp Spark WithColumnRenamed
- Implementation:ClickHouse ClickHouse Common Library Build
- Implementation:DataExpert io Data engineer handbook Do team vertex transformation
- Implementation:Mlc ai Web llm Web Worker Chat Completion
- Implementation:FlowiseAI Flowise Register
- Implementation:Treeverse LakeFS UploadObject
Heuristics
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Truera Trulens Trace Compression Token Limits
Environments
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Sgl project Sglang ROCm
- Environment:Tencent Ncnn Build Environment
- Environment:Sgl project Sglang CUDA
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Bentoml BentoML BentoCloud Credentials