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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:Ucbepic Docetl Python API Pipeline
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Truera Trulens Snowflake Observability Pipeline
Principles
- Principle:Alibaba ROLL Advantage Estimation with KL Penalty
- Principle:Recommenders team Recommenders Benchmark Prediction Generation
- Principle:LMCache LMCache Engine Lifecycle Management
- Principle:MaterializeInc Materialize Feature Performance Regression Detection
- Principle:LaurentMazare Tch rs Autoregressive Sampling
- Principle:OpenGVLab InternVL VQA Accuracy Scoring
- Principle:Haotian liu LLaVA Model Worker Inference
- Principle:MarketSquare Robotframework browser Development Environment Setup
- Principle:Sdv dev SDV Metadata Migration
- Principle:Openai Openai agents python Agent Definition
Implementations
- Implementation:Microsoft DeepSpeedExamples BingBert Tokenization
- Implementation:Hiyouga LLaMA Factory Visual Model Utils
- Implementation:Langgenius Dify UseAsyncWindowOpen
- Implementation:Sail sg LongSpec Glide Inference Init
- Implementation:Explodinggradients Ragas TestsetGenerator Generate
- Implementation:AUTOMATIC1111 Stable diffusion webui Sub Quadratic Attention
- Implementation:Ollama Ollama Mtmd Qwen2VL
- Implementation:Huggingface Datasets StreamingDownloadManager
- Implementation:Kubeflow Pipelines Control Flow Composition Pattern
- Implementation:Duckdb Duckdb Regression Check
Heuristics
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
Environments
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Datahub project Datahub Docker Runtime
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Huggingface Trl vLLM Generation Environment