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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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|---|---|---|
| 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:Microsoft Onnxruntime ORTModule Training
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
Principles
- Principle:Googleapis Python genai Tuning Job Launch
- Principle:LLMBook zh LLMBook zh github io SFT Training Execution
- Principle:Apache Airflow DagRun Creation
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Huggingface Trl SFT Trainer Initialization
- Principle:Sdv dev SDV Fixed Combinations Constraint
- Principle:NVIDIA NeMo Curator Text Deduplication
- Principle:Interpretml Interpret Model Finalization After Merge
- Principle:Datahub project Datahub Sample Data Loading
- Principle:CrewAIInc CrewAI Training Execution
Implementations
- Implementation:Ollama Ollama Clip API
- Implementation:SeleniumHQ Selenium WebDriverException
- Implementation:Vespa engine Vespa Bootstrap And Java Sh
- Implementation:Explodinggradients Ragas Amazon Bedrock Integration
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicJob
- Implementation:Kubeflow Pipelines Kubectl Cluster Setup
- Implementation:Evidentlyai Evidently Dashboard Panels
- Implementation:FMInference FlexLLMGen DeepSpeed LR Schedules
- Implementation:Togethercomputer Together python Rerank Create
- Implementation:Open compass VLMEvalKit Video MMLU Utils
Heuristics
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Cypress io Cypress Timeout Tuning
Environments
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Apache Spark Python Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Sgl project Sglang Kubernetes