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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:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Trailofbits Fickling Safe ML Model Loading
Principles
- Principle:Langchain ai Langchain Test PyPI Publishing
- Principle:Apache Shardingsphere Cluster Repository Initialization
- Principle:Bitsandbytes foundation Bitsandbytes Columnwise INT8 Quantization
- Principle:Microsoft Onnxruntime Distributed Checkpoint Management
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Adam Optimizer
- Principle:Heibaiying BigData Notes HBase Data Insertion
- Principle:EvolvingLMMs Lab Lmms eval Media Handling
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:Apache Paimon Deletion Vectors
- Principle:Apache Flink Compacted Committable Emission
Implementations
- Implementation:NVIDIA DALI DALIClassificationIterator
- Implementation:Teamcapybara Capybara Capybara Add Selector
- Implementation:Datahub project Datahub Entity Mutable Patch
- Implementation:Spotify Luigi Task Dependencies
- Implementation:ArroyoSystems Arroyo Physical Planner
- Implementation:Kornia Kornia Charbonnier Loss
- Implementation:LaurentMazare Tch rs PyObject Tensor Bridge
- Implementation:Ollama Ollama Llama KV Cache
- Implementation:Huggingface Transformers Tests Fetcher
- Implementation:Openai Openai python Shared Function Definition
Heuristics
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Haifengl Smile BFGS Convergence Tuning
Environments
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Kserve Kserve Leader Worker Set
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Promptfoo Promptfoo Provider API Keys