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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:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Online ml River Drift Adaptive Classification
Principles
- Principle:Alibaba ROLL Agentic RL Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Image preprocessing and latent encoding
- Principle:Bitsandbytes foundation Bitsandbytes Global INT8 Quantization
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Schema Management
- Principle:DataTalksClub Data engineering zoomcamp Dbt Project Configuration
- Principle:SeleniumHQ Selenium DevTools Connection Establishment
- Principle:Apache Flink Locality Aware Split Assignment
- Principle:Haifengl Smile Point Data Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork architecture
- Principle:Langchain ai Langchain Package Scaffolding
Implementations
- Implementation:Lance format Lance Java StorageOptionsProvider
- Implementation:Facebookresearch Audiocraft MusicGen prepare tokens and attributes
- Implementation:Infiniflow Ragflow Simple History Util
- Implementation:ClickHouse ClickHouse Clickhouse Client Health Check
- Implementation:OWASP Www project top 10 for large language model applications Publisher Publish
- Implementation:Recommenders team Recommenders A2SVD Model
- Implementation:Sgl project Sglang Speculative Chat
- Implementation:Avhz RustQuant AnalyticOptionPricer new
- Implementation:NVIDIA NeMo Curator XennaStageAdapter
- Implementation:Webdriverio Webdriverio SpecReporter Utils
Heuristics
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
Environments
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Pola rs Polars Rust Build Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Vllm project Vllm Python Dependencies
- Environment:Pytorch Serve Distributed Training Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Zai org CogVideo Video Captioning Environment