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1,118
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:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Tencent Ncnn Object Detection Inference
Principles
- Principle:Ollama Ollama Model Architecture Support
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:Datahub project Datahub Spark Listener Registration
- Principle:Interpretml Interpret Synthetic Data
- Principle:Openai Openai agents python Agent Definition
- Principle:DevExpress Testcafe CLI Entry Points
- Principle:Ollama Ollama GGUF Model Conversion Llama Adapter
- Principle:Webdriverio Webdriverio Cucumber Configuration
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:Langfuse Langfuse Experiment Results Aggregation
Implementations
- Implementation:Apache Druid ExecutionProgressBarPane
- Implementation:Ggml org Ggml Cpu backend api
- Implementation:Hiyouga LLaMA Factory Visual Model Utils
- Implementation:ArroyoSystems Arroyo Udf Node Popover
- Implementation:Vllm project Vllm Ops Header
- Implementation:Rapidsai Cuml Make Arima
- Implementation:CrewAIInc CrewAI BaseTool Schema
- Implementation:Open compass VLMEvalKit ChartMimic Color Evaluator Prefix
- Implementation:Tensorflow Serving Simple Servers
- Implementation:NVIDIA TransformerEngine JAX Flax Transformer
Heuristics
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:HKUDS AI Trader Linear Retry Backoff
Environments
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Vllm project Vllm ROCm
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies