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1,118
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:Avhz RustQuant Yield Curve Construction
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Langgenius Dify Docker Deployment
Principles
- Principle:Ggml org Llama cpp Sampling
- Principle:Neuml Txtai Base Model Configuration
- Principle:Pola rs Polars Advanced SQL Features
- Principle:MarketSquare Robotframework browser Project Build Pipeline
- Principle:Apache Flink PyFlink Build Distribution
- Principle:Openclaw Openclaw Routing Verification
- Principle:Microsoft Onnxruntime Distributed Data Loading
- Principle:Puppeteer Puppeteer Platform Detection
- Principle:Getgauge Taiko Gauge Project Setup
- Principle:PrefectHQ Prefect Durable AI Execution
Implementations
- Implementation:OpenGVLab InternVL Trainer Save Model
- Implementation:Huggingface Transformers Pipeline Preprocess
- Implementation:FlagOpen FlagEmbedding MLVU Count Data
- Implementation:Ucbepic Docetl CodeOperations
- Implementation:Hiyouga LLaMA Factory V1 Launcher
- Implementation:Pola rs Polars Polars Buffer Lib
- Implementation:Datajuicer Data juicer VideoNSFWFilter
- Implementation:Online ml River Docs Parse
- Implementation:Langchain ai Langchain BaseRateLimiter Acquire
- Implementation:Langgenius Dify Marketplace Contract
Heuristics
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
Environments
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Wandb Weave Python SDK Runtime