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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:Apache Hudi Flink Batch Incremental Read
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:LaurentMazare Tch rs MNIST Training
Principles
- Principle:Volcengine Verl Environment Setup
- Principle:Protectai Modelscan Middleware Pipeline
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding creation
- Principle:Teamcapybara Capybara Selector Modification
- Principle:Togethercomputer Together python Embedding Generation
- Principle:Iterative Dvc Content Hashing
- Principle:Rapidsai Cuml Incremental Learning
- Principle:Lm sys FastChat Train Test Data Splitting
- Principle:DataExpert io Data engineer handbook Tumbling Window
- Principle:Marker Inc Korea AutoRAG Trial Summary And Dashboard
Implementations
- Implementation:Kserve Kserve RDMA Network Configuration
- Implementation:Langfuse Langfuse API Metrics Schema
- Implementation:Speechbrain Speechbrain Create Aishell1Mix Metadata
- Implementation:DevExpress Testcafe BrowserClient CDP
- Implementation:Volcengine Verl Multimodal Rollout Request
- Implementation:Fede1024 Rust rdkafka MockCluster Create Topic
- Implementation:Openai Openai python Response Image Gen Call Completed
- Implementation:CrewAIInc CrewAI Tool Assignment Config
- Implementation:Alibaba MNN Protobuf Generated Table Driven Lite H
- Implementation:Bentoml BentoML Project Configuration
Heuristics
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Online ml River HST Feature Scaling Requirement
Environments
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Tencent Ncnn PyTorch Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Kserve Kserve GPU Accelerator
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Huggingface Alignment handbook Python PEFT