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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:Getgauge Taiko Network Request Interception
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Apache Druid Streaming Ingestion Management
Principles
- Principle:PeterL1n BackgroundMattingV2 Video dataset loading
- Principle:Google deepmind Mujoco Mass Matrix
- Principle:Axolotl ai cloud Axolotl Preference Dataset Preparation
- Principle:Triton inference server Server Resource Management Testing
- Principle:Google deepmind Mujoco Sleep System
- Principle:Explodinggradients Ragas LLM Provider Abstraction
- Principle:CrewAIInc CrewAI Tool Implementation
- Principle:Ggml org Ggml Quantized Matrix Multiplication
- Principle:Kserve Kserve PVC Model Download
- Principle:Apache Paimon Manifest Management
Implementations
- Implementation:Open compass VLMEvalKit bailingMMWrapper
- Implementation:Microsoft Onnxruntime OrtJniUtil
- Implementation:Apache Flink HadoopReducerWrappedFunction
- Implementation:Apache Paimon DLFDefaultSigner
- Implementation:Ucbepic Docetl OperationArgs
- Implementation:FlowiseAI Flowise Breadcrumbs
- Implementation:Microsoft LoRA Legacy Run Squad
- Implementation:SeleniumHQ Selenium Closure Aria Attributes
- Implementation:Kubeflow Pipelines Dsl Pipeline Decorator
- Implementation:Alibaba ROLL VllmStrategy Generate
Heuristics
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
Environments
- Environment:OpenHands OpenHands Integration Credentials
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Openclaw Openclaw State Directory And Credentials