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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:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Groq Groq python Text Embedding
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
Principles
- Principle:Sdv dev SDV Multi Table Data Sampling
- Principle:AUTOMATIC1111 Stable diffusion webui Latent Diffusion Pipeline
- Principle:Mlflow Mlflow Prediction Endpoint
- Principle:OpenHands OpenHands Post Migration Verification
- Principle:Tensorflow Serving Servable Access Pattern
- Principle:Unslothai Unsloth Supervised Finetuning
- Principle:AUTOMATIC1111 Stable diffusion webui Task Serialization
- Principle:Microsoft Agent framework Agent Context Management
- Principle:CARLA simulator Carla Sensor Data Processing
- Principle:Arize ai Phoenix OTel Dependency Setup
Implementations
- Implementation:ARISE Initiative Robosuite SimpleGripController
- Implementation:CrewAIInc CrewAI Crew Query Knowledge
- Implementation:Infiniflow Ragflow SetMetaDialog Component
- Implementation:Tensorflow Tfjs GPT2CausalLM Constructor
- Implementation:Infiniflow Ragflow Rag Tokenizer Tokenize
- Implementation:Online ml River Datasets Keystroke
- Implementation:Online ml River Optim Averager
- Implementation:Apache Druid Website Redirects
- Implementation:Infiniflow Ragflow FilesTable Component
- Implementation:Explodinggradients Ragas FewShotPydanticPrompt Class
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
Environments
- Environment:FlowiseAI Flowise Database Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Huggingface Datatrove Python Runtime
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Pytorch Serve Distributed Training Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Pola rs Polars Rust Build Environment
- Environment:Vllm project Vllm CUDA GPU Runtime