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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:Iterative Dvc Remote Data Sync
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
Principles
- Principle:Mit han lab Llm awq Distributed Model Serving
- Principle:Google deepmind Dm control Environment Wrapping
- Principle:NVIDIA NeMo Curator Video Frame Extraction
- Principle:Openai Evals Language Modeling Evaluation
- Principle:Microsoft Autogen Graph Topology Design
- Principle:Getgauge Taiko Text Field Selection
- Principle:Microsoft Onnxruntime Inference Session Creation
- Principle:Haosulab ManiSkill Scene Construction
- Principle:Microsoft Playwright Test Configuration
- Principle:Truera Trulens Custom App Wrapping
Implementations
- Implementation:Kubeflow Pipelines Convert CSV To Parquet Op
- Implementation:Promptfoo Promptfoo Table Renderer
- Implementation:FlagOpen FlagEmbedding AbsReranker Compute Score
- Implementation:Tensorflow Tfjs Rescaling Layer
- Implementation:Langfuse Langfuse ExtractVariablesFromTracingData
- Implementation:Groq Groq python Translations Create
- Implementation:Kornia Kornia Hyperplane
- Implementation:Onnx Onnx Version Converter Convert Version
- Implementation:Pytorch Serve Custom Metrics Handler
- Implementation:Iterative Dvc Build Graph
Heuristics
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
Environments
- Environment:Openai Openai python Azure OpenAI
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Ray project Ray Docker GPU Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Apache Hudi Flink Runtime Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:HKUDS AI Trader API Credentials
- Environment:Volcengine Verl SGLang Rollout Environment