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Workflows
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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:TobikoData Sqlmesh Model development and testing
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Groq Groq python Batch Processing
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Princeton nlp SimPO On Policy Data Generation
Principles
- Principle:NVIDIA DALI Image Resize Augmentation
- Principle:Microsoft Playwright Configure API Request Context
- Principle:Tensorflow Serving Session Bundle Migration
- Principle:Mlc ai Mlc llm OpenAI API Integration
- Principle:Lakeraai Pint benchmark HF Model Wrapping
- Principle:OpenGVLab InternVL DDP Gradient Compression
- Principle:LaurentMazare Tch rs Frozen Feature Computation
- Principle:Anthropics Anthropic sdk python Authentication Configuration
- Principle:Spotify Luigi Pipeline Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork deployment
Implementations
- Implementation:Scikit learn Scikit learn Permutation Importance
- Implementation:Ggml org Llama cpp XXHash
- Implementation:ClickHouse ClickHouse Poco Socket
- Implementation:Axolotl ai cloud Axolotl Generate Examples Docs
- Implementation:Datahub project Datahub MetadataResponseFuture
- Implementation:Mlc ai Web llm Service Worker MLC Engine Handler
- Implementation:NVIDIA TransformerEngine ONNX Extensions
- Implementation:MaterializeInc Materialize Deny Toml Config
- Implementation:Ollama Ollama MLXRunner Client
- Implementation:Mlc ai Mlc llm Serve Data
Heuristics
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Confident ai Deepeval Dotenv Loading Order
Environments
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Truera Trulens Python Core Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Apache Dolphinscheduler Database Backend