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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:Intel Ipex llm DPO Finetuning
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
Principles
- Principle:Pyro ppl Pyro Neural Module Registration
- Principle:Langfuse Langfuse Event Validation and Schema Parsing
- Principle:AUTOMATIC1111 Stable diffusion webui Resource Monitoring
- Principle:Helicone Helicone Infrastructure Services
- Principle:Ollama Ollama APIDesign
- Principle:Ucbepic Docetl Deterministic Code Operations
- Principle:Neuml Txtai Index Construction
- Principle:Shiyu coder Kronos Prediction Result Persistence
- Principle:DistrictDataLabs Yellowbrick Discrimination Threshold Analysis
- Principle:Heibaiying BigData Notes Hive View and Table Management
Implementations
- Implementation:Sdv dev SDV DayZSynthesizer Single Table
- Implementation:Getgauge Taiko SetConfig
- Implementation:Openai Openai node FineTuning Resource
- Implementation:Microsoft Onnxruntime CPU GRU Grad
- Implementation:Open compass VLMEvalKit MMHelix TwentyFourPoints Eval
- Implementation:Open compass VLMEvalKit HFChatModel
- Implementation:Langgenius Dify Error Parser
- Implementation:Openai Openai python Realtime Server Events
- Implementation:Open compass VLMEvalKit MMHelix Skyscrapers Eval
- Implementation:Predibase Lorax CLIP Vision Encoder
Heuristics
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
Environments
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Intel Ipex llm RAG LlamaIndex Environment