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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:Pola rs Polars Lazy Query Pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Fastai Fastbook Tabular Modeling
Principles
- Principle:Online ml River Stream Data Sources
- Principle:Apache Airflow Task Execution TEI
- Principle:Ollama Ollama ML Backend Abstraction
- Principle:ClickHouse ClickHouse HTTP Client Communication
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:Langchain ai Langchain Release Preparation
- Principle:Nautechsystems Nautilus trader Order Position Event Handling
- Principle:EvolvingLMMs Lab Lmms eval Baseline Comparison
- Principle:Heibaiying BigData Notes Kafka Consumer Configuration
- Principle:Kornia Kornia Inlier Extraction
Implementations
- Implementation:Openai Openai python Realtime Connect
- Implementation:Google deepmind Dm control CMU Subsets
- Implementation:Mage ai Mage ai Source Connector Directory Pattern
- Implementation:Sail sg LongSpec APPS Code Evaluator
- Implementation:Puppeteer Puppeteer Injected TextContent
- Implementation:Ray project Ray Serve ReplicaContext
- Implementation:Deepset ai Haystack SentenceTransformersTextEmbedder
- Implementation:Run llama Llama index BatchEvalRunner Evaluate Queries
- Implementation:ARISE Initiative Robosuite TransformUtils
- Implementation:Mage ai Mage ai GitHub PR Commits Schema
Heuristics
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
Environments
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Apache Kafka Gradle Build Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Apache Shardingsphere Etcd Cluster Coordination