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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:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Apache Spark Building and Testing
Principles
- Principle:Sail sg LongSpec VLLM Inference Client
- Principle:Kornia Kornia Automatic Augmentation
- Principle:Bitsandbytes foundation Bitsandbytes CI CD Build Pipeline
- Principle:Sdv dev SDV Range Constraint
- Principle:Webdriverio Webdriverio CLI Architecture
- Principle:Online ml River API Documentation Generation
- Principle:OpenHands OpenHands Webhook Reception
- Principle:Huggingface Datatrove JSONL Data Writing
- Principle:Spotify Luigi Database Data Loading
- Principle:Google deepmind Dm control Environment Wrapping
Implementations
- Implementation:Lance format Lance Java Dataset
- Implementation:Predibase Lorax BGMV Expand Slice Kernel
- Implementation:Risingwavelabs Risingwave Deserializer Interface
- Implementation:Pyro ppl Pyro ProvenanceTensor
- Implementation:Turboderp org Exllamav2 ExLlamaV2PrefixFilter
- Implementation:Pytorch Serve Llama2 Generate
- Implementation:NVIDIA NeMo Curator CommonCrawl Downloader
- Implementation:Ollama Ollama Llama Grammar Types
- Implementation:NVIDIA NeMo Curator QuotationRemover
- Implementation:Vllm project Vllm CPU Attn Impl
Heuristics
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
Environments
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Vllm project Vllm CUDA
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Kserve Kserve Gateway API
- Environment:Spotify Luigi Python Runtime