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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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|---|---|---|
| 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:Obss Sahi COCO Dataset Slicing
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Googleapis Python genai Context Caching
- Workflow:Apache Shardingsphere Cluster Mode Initialization
Principles
- Principle:Apache Druid SQL Task Submission
- Principle:Cohere ai Cohere python Bedrock Client Initialization
- Principle:FlowiseAI Flowise Theme Configuration
- Principle:Gretelai Gretel synthetics Batch Model Training
- Principle:Teamcapybara Capybara Form Field Filling
- Principle:Scikit learn Scikit learn Cluster Evaluation
- Principle:Fede1024 Rust rdkafka Message Stream Processing
- Principle:EvolvingLMMs Lab Lmms eval Job Submission
- Principle:Openclaw Openclaw Daemon Installation
- Principle:Spotify Luigi Documentation Build
Implementations
- Implementation:Apache Paimon ConfigOptions Python
- Implementation:Intel Ipex llm Get Peft Model LoRA
- Implementation:SeleniumHQ Selenium Platform
- Implementation:Online ml River Anomaly GaussianScorer
- Implementation:Datajuicer Data juicer VideoAestheticsFilter
- Implementation:SeleniumHQ Selenium WindowType
- Implementation:Openai Openai node Beta Realtime Sessions
- Implementation:NVIDIA TransformerEngine JAX Sharding
- Implementation:SeldonIO Seldon core Seldon Model Load HuggingFace
- Implementation:OpenRLHF OpenRLHF Ckpt DS Zero to Universal
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:Allenai Open instruct Ray Distributed
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies