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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:Interpretml Interpret Model Explanation And Visualization
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
Principles
- Principle:Evidentlyai Evidently Dashboard Panel Configuration
- Principle:Kubeflow Pipelines Task Resource Configuration
- Principle:Onnx Onnx External Data Verification
- Principle:Tencent Ncnn Pixel Geometry Transform
- Principle:Triton inference server Server Copyright Management
- Principle:Ggml org Llama cpp Common Infrastructure
- Principle:Google deepmind Mujoco Pipeline Architecture
- Principle:Truera Trulens Agent Evaluation Metrics
- Principle:FlowiseAI Flowise Chat History Management
- Principle:Sgl project Sglang Multimodal Prompt Construction
Implementations
- Implementation:Tensorflow Serving Regressor Test
- Implementation:Haotian liu LLaVA Predictor Class
- Implementation:Anthropics Anthropic sdk python Core Types
- Implementation:Hiyouga LLaMA Factory Tuner
- Implementation:Alibaba MNN Protobuf Repeated Field H
- Implementation:FlowiseAI Flowise GetVectorStoreProviders
- Implementation:Open compass VLMEvalKit MMBenchVideo
- Implementation:Ggml org Llama cpp Llama Model Load For Embeddings
- Implementation:NVIDIA NeMo Aligner Load From NeMo
- Implementation:ArroyoSystems Arroyo Metrics Endpoint
Heuristics
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
Environments
- Environment:Apache Flink Node Build Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Kserve Kserve Cert Manager