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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:Vllm project Vllm Multi LoRA Serving
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Neuml Txtai Semantic Search Pipeline
Principles
- Principle:Tensorflow Tfjs Weight Regularization
- Principle:Zai org CogVideo Structural Similarity
- Principle:Promptfoo Promptfoo Evaluation Execution
- Principle:Langgenius Dify Segment Management
- Principle:NVIDIA NeMo Curator KMeans Clustering for Embeddings
- Principle:Sktime Pytorch forecasting Scaled Dot Product Attention
- Principle:TobikoData Sqlmesh Project Configuration
- Principle:Lm sys FastChat LoRA Adapter Saving
- Principle:Evidentlyai Evidently Workspace Management
- Principle:Googleapis Python genai Pagination
Implementations
- Implementation:Pyro ppl Pyro SubsampleMessenger
- Implementation:NVIDIA TransformerEngine Ops Fuser
- Implementation:Kornia Kornia Colormap Data
- Implementation:Tencent Ncnn YOLOv3 Example
- Implementation:Mlc ai Mlc llm Model Metadata Header
- Implementation:Cypress io Cypress GetNextVersionForBinary
- Implementation:Speechbrain Speechbrain Prepare Voxceleb
- Implementation:Mage ai Mage ai Twitter Ads Streams
- Implementation:Pola rs Polars Expr Cast and Transform
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Retriever Data
Heuristics
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Avhz RustQuant Learning Rate Tuning
Environments
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Tensorflow Serving Python Client Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Getgauge Taiko Node Runtime
- Environment:Spotify Luigi AWS S3 Storage