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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:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
Principles
- Principle:Webdriverio Webdriverio Reporter Architecture
- Principle:Alibaba ROLL LLM Response Generation
- Principle:Eventual Inc Daft API Boundary Protection
- Principle:Norrrrrrr lyn WAInjectBench Ensemble Aggregation Image
- Principle:CARLA simulator Carla Traffic Behavior Configuration
- Principle:Run llama Llama index Finetuned Model Retrieval
- Principle:CrewAIInc CrewAI Task Definition
- Principle:Confident ai Deepeval Evaluation Dataset Preparation
- Principle:Mage ai Mage ai Catalog Selection
- Principle:Confident ai Deepeval LLM Evaluation Metrics
Implementations
- Implementation:Pyro ppl Pyro ProvenanceTensor
- Implementation:Mlc ai Web llm Prebuilt App Config
- Implementation:Microsoft Playwright SocksClientCertificatesInterceptor
- Implementation:Apache Druid CompactionConfigDialog
- Implementation:Open compass VLMEvalKit ImageShortQADataset
- Implementation:Googleapis Python genai LocalTokenizer
- Implementation:Openai Openai agents python ItemHelpers
- Implementation:CrewAIInc CrewAI Enterprise API Spec Base
- Implementation:Huggingface Transformers Check Copies
- Implementation:ClickHouse ClickHouse TCPServer Start
Heuristics
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Pola rs Polars Streaming For Large Datasets
Environments
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Vllm project Vllm CUDA
- Environment:MaterializeInc Materialize Python CI Builder Runtime