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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:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
Principles
- Principle:Guardrails ai Guardrails Stream Result Handling
- Principle:Nautechsystems Nautilus trader Supply Chain Auditing
- Principle:OpenGVLab InternVL Vision Language Model Loading
- Principle:OpenGVLab InternVL Streamlit Chat Interface
- Principle:Langgenius Dify Retrieval Testing
- Principle:SeleniumHQ Selenium Grid Component Configuration
- Principle:Huggingface Trl SFT Model Saving
- Principle:Openai Openai agents python Stream Event Consumption
- Principle:Huggingface Datatrove Parquet Data Writing
- Principle:Huggingface Datasets Column Removal
Implementations
- Implementation:Google deepmind Dm control Build Dog
- Implementation:Hiyouga LLaMA Factory KT Engine
- Implementation:LaurentMazare Tch rs Tensor Fallible Generated
- Implementation:Getgauge Taiko Code Command
- Implementation:CrewAIInc CrewAI SerpApi Google Search Tool
- Implementation:Elevenlabs Elevenlabs python RealtimeConnection
- Implementation:Hiyouga LLaMA Factory Model Patcher
- Implementation:AUTOMATIC1111 Stable diffusion webui LearnRateScheduler
- Implementation:Protectai Llm guard Input BanSubstrings
- Implementation:LMCache LMCache Controller Config
Heuristics
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:FMInference FlexLLMGen OOM Memory Management
Environments
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:CrewAIInc CrewAI Optional Provider Dependencies