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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:Vllm project Vllm Vision Language Inference
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Ray project Ray Build and Release Pipeline
Principles
- Principle:Speechbrain Speechbrain Whisper Finetuning With LR Scheduling
- Principle:Getgauge Taiko Runtime Configuration
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:Webdriverio Webdriverio iOS Automation
- Principle:Huggingface Diffusers CI Test Reporting
- Principle:Datahub project Datahub Protobuf Schema Conversion
- Principle:CrewAIInc CrewAI Tool Assignment
- Principle:LaurentMazare Tch rs Custom Dataset Loading
- Principle:Ggml org Llama cpp MemoryAbstraction
- Principle:NVIDIA DALI External Data Source
Implementations
- Implementation:Microsoft Agent framework BaseChatClient As Agent
- Implementation:Onnx Onnx Shape Inference Utils
- Implementation:Online ml River Metrics GeometricMean
- Implementation:Infiniflow Ragflow Docker Prerequisites Check
- Implementation:FMInference FlexLLMGen Prompt Construction Pattern
- Implementation:Bentoml BentoML Deployment Update Get List
- Implementation:Ggml org Ggml Zdnn backend
- Implementation:Alibaba MNN RapidJSON Schema
- Implementation:LaurentMazare Tch rs VarStore Load
- Implementation:LaurentMazare Tch rs Nn Linear
Heuristics
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
Environments
- Environment:Tensorflow Tfjs Python Converter
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Datahub project Datahub Java Build
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment