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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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|---|---|---|
| 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:Mistralai Client python Chat Completion
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Datahub project Datahub Python Metadata Emission
Principles
- Principle:Openai Openai agents python Model Execution
- Principle:Cypress io Cypress CI Binary Installation
- Principle:Eventual Inc Daft Lazy Dependency Loading
- Principle:Tensorflow Tfjs Layer API Surface
- Principle:OpenHands OpenHands Runtime Provisioning
- Principle:Mistralai Client python Chat Completion
- Principle:SeldonIO Seldon core V2 Inference Protocol
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:Speechbrain Speechbrain Brain Subclass Initialization
- Principle:Huggingface Datasets JSON Import
Implementations
- Implementation:Online ml River Conf Interval
- Implementation:DataExpert io Data engineer handbook Do player scd transformation
- Implementation:Duckdb Duckdb Brotli Decoder
- Implementation:Ggml org Llama cpp KV Cache
- Implementation:DataExpert io Data engineer handbook Create processed events sink postgres
- Implementation:Alibaba MNN MNNConvert Weight Quant
- Implementation:Ggml org Llama cpp Convert Llama GGML To GGUF
- Implementation:Tencent Ncnn YOLOv2 Example
- Implementation:Microsoft Semantic kernel OpenAIPromptExecutionSettings
- Implementation:Online ml River Compose TransformerProduct
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
Environments
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Alibaba MNN CPU Build Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:PrefectHQ Prefect Prefect Server Database