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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:Huggingface Transformers Model Quantization
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:LMCache LMCache P2P KV Cache Sharing
Principles
- Principle:PeterL1n BackgroundMattingV2 Coarse matting prediction
- Principle:Nautechsystems Nautilus trader Instrument Specification
- Principle:Spotify Luigi Task Simulation
- Principle:Langchain ai Langgraph Agent State Schema
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:Pola rs Polars Query Plan Inspection
- Principle:Haosulab ManiSkill Gymnasium Wrappers
- Principle:Pyro ppl Pyro Simulator Based Inference
- Principle:OpenHands OpenHands Sandbox Creation
- Principle:Online ml River Online Probability Distributions
Implementations
- Implementation:Astronomer Astronomer cosmos MySQLUserPasswordProfileMapping
- Implementation:Risingwavelabs Risingwave Cluster Page
- Implementation:Avhz RustQuant Schedule
- Implementation:Apache Paimon PaimonVirtualFileSystem
- Implementation:Puppeteer Puppeteer Frame Goto
- Implementation:Openai Openai agents python Prompt Template Pattern
- Implementation:CrewAIInc CrewAI Firecrawl Search Tool
- Implementation:NVIDIA NeMo Aligner Compute Topk Logits
- Implementation:FlowiseAI Flowise GetAllNodes
- Implementation:InternLM Lmdeploy Gemm MainloopSm70
Heuristics
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
Environments
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Openai Openai node Node 20 Runtime
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Heibaiying BigData Notes HBase Environment